Francisco Herrera

964 papers A* 1A 5B 74C 33Misc 32Journal 698Unranked 96

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A domain-based taxonomy of jailbreak vulnerabilities in large language models. Neurocomputing Carlos Peláez-González, Andrés Herrera-Poyatos, Cristina Zuheros, David Herrera-Poyatos, Virilo Tejedor, Francisco Herrera
2026	J	`jnl`	Addressing data quality decompensation in federated learning via dynamic client selection. Future Gener. Comput. Syst. Qinjun Fei, Nuria Rodríguez Barroso, María Victoria Luzón, Zhongliang Zhang, Francisco Herrera
2026	J	`jnl`	Data science: a natural ecosystem. Inf. Fusion Emilio Porcu, Roy El Moukari, Laurent Najman, Francisco Herrera, Horst Simon
2026	J	`jnl`	Deep learning methodology for the identification of wood species using high-resolution macroscopic images and patch-voting. Appl. Intell. David Herrera-Poyatos, Andrés Herrera-Poyatos, Rosana Montes, Paloma de Palacios, Luis G. Esteban, Alberto García-Iruela, Francisco G. Fernández, Francisco Herrera
2026	J	`jnl`	Featured Reproducing Kernel Banach Spaces for Learning and Neural Networks. CoRR Isabel de la Higuera, Francisco Herrera, M. Victoria Velasco
2026	J	`jnl`	From privacy to trust in the agentic era: a taxonomy of challenges in trustworthy federated learning through the lens of trust report 2.0. Inf. Fusion Nuria Rodríguez Barroso, Mario García-Márquez, María Victoria Luzón, Francisco Herrera
2026	J	`jnl`	RAB Mach. Intell. Res. Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2026	J	`jnl`	Resilient Federated Chain: Transforming Blockchain Consensus into an Active Defense Layer for Federated Learning. CoRR Mario García-Márquez, Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2026	J	`jnl`	STOOD-X: Explainable out-of-distribution detection via nonparametric statistical testing on large-scale datasets. Pattern Recognit. Iván Sevillano-García, Julián Luengo, Francisco Herrera
2026	J	`jnl`	SeNeDiF-OOD: Semantic Nested Dichotomy Fusion for Out-of-Distribution Detection Methodology in Open-World Classification. A Case Study on Monument Style Classification. CoRR Ignacio Antequera-Sánchez, Juan Luis Suárez-Díaz, Rosana Montes, Francisco Herrera
2025	J	`jnl`	A Domain-Based Taxonomy of Jailbreak Vulnerabilities in Large Language Models. CoRR Carlos Peláez-González, Andrés Herrera-Poyatos, Cristina Zuheros, David Herrera-Poyatos, Virilo Tejedor, Francisco Herrera
2025	B	`conf`	A First Approach to Refine Semantic Spaces in Zero-Shot Learning with a Genetic Algorithm. CEC J. J. Herrera, Francisco Herrera, Isaac Triguero
2025	J	`jnl`	A Maturity Model for Practical Explainability in Artificial Intelligence-Based Applications: Integrating Analysis and Evaluation (MM4XAI-AE) Models. Int. J. Intell. Syst. Julián Fernando Muñoz-Ordóñez, Carlos Cobos, Juan C. Vidal-Rojas, Francisco Herrera
2025	J	`jnl`	Addressing Data Quality Decompensation in Federated Learning via Dynamic Client Selection. CoRR Qinjun Fei, Nuria Rodríguez Barroso, María Victoria Luzón, Zhongliang Zhang, Francisco Herrera
2025	J	`jnl`	Aligning Trustworthy AI with Democracy: A Dual Taxonomy of Opportunities and Risks. CoRR Oier Mentxaka, Natalia Díaz Rodríguez, Mark Coeckelbergh, Marcos López de Prado, Emilia Gómez, David Fernández Llorca, Enrique Herrera-Viedma, Francisco Herrera
2025	J	`jnl`	An Online A/B Testing Decision Support System for Web Usability Assessment Based on a Linguistic Decision-making Methodology: Case of Study a Virtual Learning Environment. CoRR Noe Zermeño, Cristina Zuheros, Lucas Daniel Del Rosso Calache, Francisco Herrera, Rosana Montes
2025	J	`jnl`	An interpretable client decision tree aggregation process for federated learning. Inf. Sci. Alberto Argente-Garrido, Cristina Zuheros, María Victoria Luzón, Francisco Herrera
2025	J	`jnl`	An overview of model uncertainty and variability in LLM-based sentiment analysis. Challenges, mitigation strategies and the role of explainability. CoRR David Herrera-Poyatos, Carlos Peláez-González, Cristina Zuheros, Andrés Herrera-Poyatos, Virilo Tejedor, Francisco Herrera, Rosana Montes
2025	J	`jnl`	An overview of model uncertainty and variability in LLM-based sentiment analysis: challenges, mitigation strategies, and the role of explainability. Frontiers Artif. Intell. David Herrera-Poyatos, Carlos Peláez-González, Cristina Zuheros, Andrés Herrera-Poyatos, Virilo Tejedor, Francisco Herrera, Rosana Montes
2025	J	`jnl`	Challenges of Trustworthy Federated Learning: What's Done, Current Trends and Remaining Work. CoRR Nuria Rodríguez Barroso, Mario García-Márquez, María Victoria Luzón, Francisco Herrera
2025	J	`jnl`	DCV-ROOD Evaluation Framework: Dual Cross-Validation for Robust Out-of-Distribution Detection. CoRR Arantxa Urrea-Castaño, Nicolás Segura-Kunsagi, Juan Luis Suárez-Díaz, Rosana Montes, Francisco Herrera
2025	J	`jnl`	Data Science: a Natural Ecosystem. CoRR Emilio Porcu, Roy El Moukari, Laurent Najman, Francisco Herrera, Horst Simon
2025	J	`jnl`	DenoGrad: Deep Gradient Denoising Framework for Enhancing the Performance of Interpretable AI Models. CoRR J. Javier Alonso-Ramos, Ignacio Aguilera-Martos, Andrés Herrera-Poyatos, Francisco Herrera
2025	J	`jnl`	Developing Big Data anomaly dynamic and static detection algorithms: AnomalyDSD spark package. Inf. Sci. Diego García-Gil, David López, Daniel Argüelles-Martino, Jacinto Carrasco, Ignacio Aguilera-Martos, Julián Luengo, Francisco Herrera
2025	J	`jnl`	Explainability in Context: A Multilevel Framework Aligning AI Explanations with Stakeholder with LLMs. CoRR Marilyn Bello, Rafael Bello, María-Matilde García, Ann Nowé, Iván Sevillano-García, Francisco Herrera
2025	J	`jnl`	FLEX: Flexible Federated Learning Framework. Inf. Fusion Francisco Herrera, Daniel Jiménez-López, Alberto Argente-Garrido, Nuria Rodríguez Barroso, Cristina Zuheros, Ignacio Aguilera-Martos, Beatriz Bello, Mario García-Márquez, María Victoria Luzón
2025	J	`jnl`	Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance. CoRR Mario García-Márquez, Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2025	J	`jnl`	Improving (α,f)-Byzantine resilience in federated learning via layerwise aggregation and cosine distance. Knowl. Based Syst. Mario García-Márquez, Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2025	B	`conf`	Improving Krum's Byzantine Resilience in Federated Learning via layerwise aggregation. IJCNN Mario García-Márquez, Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2025	J	`jnl`	Krum Federated Chain (KFC): Using blockchain to defend against adversarial attacks in Federated Learning. CoRR Mario García-Márquez, Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2025	J	`jnl`	Making Sense of the Unsensible: Reflection, Survey, and Challenges for XAI in Large Language Models Toward Human-Centered AI. CoRR Francisco Herrera
2025	J	`jnl`	Membership Inference Attacks Fueled by Few-Shot Learning to Detect Privacy Leakage and Address Data Integrity. Mach. Learn. Knowl. Extr. Daniel Jiménez-López, Nuria Rodríguez Barroso, María Victoria Luzón, Javier Del Ser, Francisco Herrera
2025	J	`jnl`	Membership Inference Attacks fueled by Few-Short Learning to detect privacy leakage tackling data integrity. CoRR Daniel Jiménez-López, Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2025	J	`jnl`	Meta-Explainers: A Unified Ensemble Approach for Multifaceted XAI. Int. J. Intell. Syst. Marilyn Bello, Rosalís Amador, María-Matilde García, Rafael Bello, Oscar Cordón, Francisco Herrera
2025	J	`jnl`	Opacity as a Feature, Not a Flaw: The LoBOX Governance Ethic for Role-Sensitive Explainability and Institutional Trust in AI. CoRR Francisco Herrera, Reyes Calderón
2025	J	`jnl`	Overlap Number of Balls Model-Agnostic CounterFactuals (ONB-MACF): A data-morphology-based counterfactual generation method for trustworthy artificial intelligence. Inf. Sci. José Daniel Pascual-Triana, Alberto Fernández, Javier Del Ser, Francisco Herrera
2025	J	`jnl`	Reflections and attentiveness on eXplainable Artificial Intelligence (XAI). The journey ahead from criticisms to human-AI collaboration. Inf. Fusion Francisco Herrera
2025	J	`jnl`	Responsible Artificial Intelligence Systems: A Roadmap to Society's Trust through Trustworthy AI, Auditability, Accountability, and Governance. CoRR Andrés Herrera-Poyatos, Javier Del Ser, Marcos López de Prado, Fei-Yue Wang, Enrique Herrera-Viedma, Francisco Herrera
2025	J	`jnl`	STOOD-X methodology: using statistical nonparametric test for OOD Detection Large-Scale datasets enhanced with explainability. CoRR Iván Sevillano-García, Julián Luengo, Francisco Herrera
2025	B	`conf`	Security Threats to Explainable Classifiers in Federated Learning. IJCNN Mattia Daole, Pietro Ducange, Francisco Herrera, Francesco Marcelloni, Alessandro Renda, Nuria Rodríguez Barroso
2025	J	`jnl`	Semantic-Inductive Attribute Selection for Zero-Shot Learning. CoRR Juan José Herrera Aranda, Guillermo Gomez-Trenado, Francisco Herrera, Isaac Triguero
2025	J	`jnl`	Social network group decision making: Characterization, taxonomy, challenges and future directions from an AI and LLMs perspective. Inf. Fusion Mingshuo Cao, Tiantian Gai, Jian Wu, Francisco Chiclana, Zhen Zhang, Yucheng Dong, Enrique Herrera-Viedma, Francisco Herrera
2025	J	`jnl`	The H-Elena Trojan Virus to Infect Model Weights: A Wake-Up Call on the Security Risks of Malicious Fine-Tuning. CoRR Virilo Tejedor, Cristina Zuheros, Carlos Peláez-González, David Herrera-Poyatos, Andrés Herrera-Poyatos, Francisco Herrera
2025	J	`jnl`	The Paradox of Success in Evolutionary and Bioinspired Optimization: Revisiting Critical Issues, Key Studies, and Methodological Pathways. CoRR Daniel Molina, Javier Del Ser, Javier Poyatos, Francisco Herrera
2025	J	`jnl`	The paradox of success in evolutionary and bioinspired optimization: Revisiting critical issues, key studies, and methodological pathways. Swarm Evol. Comput. Daniel Molina, Javier Del Ser, Javier Poyatos, Francisco Herrera
2025	J	`jnl`	Triadic Fusion of Cognitive, Functional, and Causal Dimensions for Explainable LLMs: The TAXAL Framework. CoRR David Herrera-Poyatos, Carlos Peláez-González, Cristina Zuheros, Virilo Tejedor, Rosana Montes, Francisco Herrera
2024	—	`conf`	A Preliminary Study on Preprocessing the Semantic Space in Zero-Shot Learning. HAIS (2) Juan José Herrera Aranda, Francisco Herrera, Isaac Triguero
2024	J	`jnl`	A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends. IEEE CAA J. Autom. Sinica María Victoria Luzón, Nuria Rodríguez Barroso, Alberto Argente-Garrido, Daniel Jiménez-López, Jose M. Moyano, Javier Del Ser, Weiping Ding, Francisco Herrera
2024	J	`jnl`	A Tutorial on the Design, Experimentation and Application of Metaheuristic Algorithms to Real-World Optimization Problems. CoRR Eneko Osaba, Esther Villar-Rodriguez, Javier Del Ser, Antonio J. Nebro, Daniel Molina, Antonio LaTorre, Ponnuthurai N. Suganthan, Carlos A. Coello Coello, Francisco Herrera
2024	J	`jnl`	An Interpretable Client Decision Tree Aggregation process for Federated Learning. CoRR Alberto Argente-Garrido, Cristina Zuheros, María Victoria Luzón, Francisco Herrera
2024	C	`conf`	Attentiveness on criticisms and definition about Explainable Artificial Intelligence. FedCSIS Francisco Herrera
2024	B	`conf`	Balancing Performance, Efficiency and Robustness in Open-World Machine Learning via Evolutionary Multi-objective Model Compression. IJCNN Javier Del Ser, Aitor Martínez-Seras, Miren Nekane Bilbao, Jesus L. Lobo, Ibai Laña, Francisco Herrera
2024	B	`conf`	Deep Learning methodology for the identification of wood species using high-resolution macroscopic images. IJCNN David Herrera-Poyatos, Andrés Herrera-Poyatos, Rosana Montes-Soldado, Paloma de Palacios, Luis G. Esteban, Alberto García-Iruela, Francisco G. Fernández, Francisco Herrera
2024	J	`jnl`	Deep Learning methodology for the identification of wood species using high-resolution macroscopic images. CoRR David Herrera-Poyatos, Andrés Herrera-Poyatos, Rosana Montes, Paloma de Palacios, Luis G. Esteban, Alberto García-Iruela, Francisco G. Fernández, Francisco Herrera
2024	—	`conf`	Defense Strategy against Byzantine Attacks in Federated Machine Learning: Developments towards Explainability. FUZZ Nuria Rodríguez Barroso, Javier Del Ser, María Victoria Luzón, Francisco Herrera
2024	J	`jnl`	Design and consensus content validity of the questionnaire for b-learning education: A 2-Tuple Fuzzy Linguistic Delphi based Decision Support Tool. CoRR Rosana Montes, Cristina Zuheros, Jeovani M. Morales, Noe Zermeño, Jeronimo Duran, Francisco Herrera
2024	—	`conf`	Establishing the Foundation for Out-of-Distribution Detection in Monument Classification Through Nested Dichotomies. HAIS (2) Ignacio Antequera-Sánchez, Juan Luis Suárez-Díaz, Rosana Montes, Francisco Herrera
2024	J	`jnl`	Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects. CoRR Javier Poyatos, Javier Del Ser, Salvador García, Hisao Ishibuchi, Daniel Molina, Isaac Triguero, Bing Xue, Xin Yao, Francisco Herrera
2024	J	`jnl`	Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions. Inf. Fusion Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf
2024	J	`jnl`	Extremal values-based aggregation functions. Fuzzy Sets Syst. Radomír Halas, Radko Mesiar, Anna Kolesárová, Reza Saadati, Francisco Herrera, Iosu Rodríguez-Martínez, Humberto Bustince
2024	J	`jnl`	FLEX: FLEXible Federated Learning Framework. CoRR Francisco Herrera, Daniel Jiménez-López, Alberto Argente-Garrido, Nuria Rodríguez Barroso, Cristina Zuheros, Ignacio Aguilera-Martos, Beatriz Bello, Mario García-Márquez, María Victoria Luzón
2024	J	`jnl`	Fair Overlap Number of Balls (Fair-ONB): A Data-Morphology-based Undersampling Method for Bias Reduction. CoRR José Daniel Pascual-Triana, Alberto Fernández, Paulo Novais, Francisco Herrera
2024	J	`jnl`	Federated Learning for Exploiting Annotators' Disagreements in Natural Language Processing. Trans. Assoc. Comput. Linguistics Nuria Rodríguez Barroso, Eugenio Martínez Cámara, José Camacho-Collados, María Victoria Luzón, Francisco Herrera
2024	J	`jnl`	Fuzzy Attention Neural Network to Tackle Discontinuity in Airway Segmentation. IEEE Trans. Neural Networks Learn. Syst. Yang Nan, Javier Del Ser, Zeyu Tang, Peng Tang, Xiaodan Xing, Yingying Fang, Francisco Herrera, Witold Pedrycz, Simon Walsh, Guang Yang
2024	J	`jnl`	General Purpose Artificial Intelligence Systems (GPAIS): Properties, definition, taxonomy, societal implications and responsible governance. Inf. Fusion Isaac Triguero, Daniel Molina, Javier Poyatos, Javier Del Ser, Francisco Herrera
2024	J	`jnl`	Large language models for crowd decision making based on prompt design strategies using ChatGPT: models, analysis and challenges. CoRR Cristina Zuheros, David Herrera-Poyatos, Rosana Montes, Francisco Herrera
2024	J	`jnl`	Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting. CoRR Ignacio Aguilera-Martos, Andrés Herrera-Poyatos, Julián Luengo, Francisco Herrera
2024	B	`conf`	Local Attention: Enhancing the Transformer Architecture for Efficient Time Series Forecasting. IJCNN Ignacio Aguilera-Martos, Andrés Herrera-Poyatos, Julián Luengo, Francisco Herrera
2024	J	`jnl`	Measuring Additive Consistency of Linguistic Preference Relations in a Personalized-Individual-Semantics Context: A Systematic Investigation With Axiomatic Design. IEEE Trans. Syst. Man Cybern. Syst. Yao Li, Meiqian Chen, Cong-Cong Li, Yucheng Dong, Francisco Herrera
2024	J	`jnl`	Metric learning for monotonic classification: turning the space up to the limits of monotonicity. Appl. Intell. Juan-Luis Suárez, Germán González-Almagro, Salvador García, Francisco Herrera
2024	J	`jnl`	On generating trustworthy counterfactual explanations. Inf. Sci. Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Anna Saranti, Andreas Holzinger
2024	J	`jnl`	On-line linguistic Decision Support System based on Citizen Crowd Decision Making. Inf. Fusion Jeronimo Duran, Antonio-Francisco Roldán-López-de-Hierro, Francisco Herrera, Rosana Montes
2024	J	`jnl`	Overlap Number of Balls Model-Agnostic CounterFactuals (ONB-MACF): A Data-Morphology-based Counterfactual Generation Method for Trustworthy Artificial Intelligence. CoRR José Daniel Pascual-Triana, Alberto Fernández, Javier Del Ser, Francisco Herrera
2024	J	`jnl`	RAB CoRR Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2024	J	`jnl`	SHIELD: A regularization technique for eXplainable Artificial Intelligence. CoRR Iván Sevillano-García, Julián Luengo, Francisco Herrera
2024	J	`jnl`	Small data deep learning methodology for in-field disease detection. CoRR David Herrera-Poyatos, Jacinto Domínguez-Rull, Rosana Montes, Inés Hernández, Ignacio Barrio, Carlos Poblete-Echeverría, Javier Tardáguila, Francisco Herrera, Andrés Herrera-Poyatos
2024	J	`jnl`	Smart Data Driven Decision Trees Ensemble Methodology for Imbalanced Big Data. Cogn. Comput. Diego García-Gil, Salvador García, Ning Xiong, Francisco Herrera
2024	J	`jnl`	Teranga Go!: Carpooling Collaborative Consumption Community with multi-criteria hesitant fuzzy linguistic term set opinions to build confidence and trust. CoRR Rosana Montes, Ana M. Sánchez, Pedro Villar, Francisco Herrera
2023	J	`jnl`	A Trust Risk Dynamic Management Mechanism Based on Third-Party Monitoring for the Conflict-Eliminating Process of Social Network Group Decision Making. IEEE Trans. Cybern. Mengqi Li, Yejun Xu, Xia Liu, Francisco Chiclana, Francisco Herrera
2023	J	`jnl`	An improved multiplicative acceptability consistency-driven group decision making with triangular fuzzy reciprocal preference relations. Comput. Ind. Eng. Mengqi Li, Xia Liu, Yejun Xu, Francisco Herrera
2023	J	`jnl`	Can we infer the presence of Differential Privacy in Deep Learning models' weights? Towards more secure Deep Learning. CoRR Daniel Jiménez-López, Nuria Rodríguez Barroso, María Victoria Luzón, Francisco Herrera
2023	J	`jnl`	Connecting the Dots in Trustworthy Artificial Intelligence: From AI Principles, Ethics, and Key Requirements to Responsible AI Systems and Regulation. CoRR Natalia Díaz Rodríguez, Javier Del Ser, Mark Coeckelbergh, Marcos López de Prado, Enrique Herrera-Viedma, Francisco Herrera
2023	J	`jnl`	Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation. Inf. Fusion Natalia Díaz Rodríguez, Javier Del Ser, Mark Coeckelbergh, Marcos López de Prado, Enrique Herrera-Viedma, Francisco Herrera
2023	J	`jnl`	Consensus Convergence Speed in Social Network DeGroot Model: The Effects of the Agents With High Self-Confidence Levels. IEEE Trans. Comput. Soc. Syst. Zhaogang Ding, Xia Chen, Yucheng Dong, Shui Yu, Francisco Herrera
2023	J	`jnl`	Corrigendum to "An improved multiplicative acceptability consistency-driven group decision making with triangular fuzzy reciprocal preference relations" [Comput. Ind. Eng. 176 (2023) 108981]. Comput. Ind. Eng. Mengqi Li, Jing Huang, Xia Liu, Yejun Xu, Francisco Herrera
2023	J	`jnl`	Crowd Decision Making: Sparse Representation Guided by Sentiment Analysis for Leveraging the Wisdom of the Crowd. IEEE Trans. Syst. Man Cybern. Syst. Cristina Zuheros, Eugenio Martínez-Cámara, Enrique Herrera-Viedma, Francisco Herrera
2023	J	`jnl`	Design and consensus content validity of the questionnaire for b-learning education: A 2-Tuple Fuzzy Linguistic Delphi based Decision Support Tool. Appl. Soft Comput. Rosana Montes, Cristina Zuheros, Jeovani Morales, Noe Zermeño, Jeronimo Duran, Francisco Herrera
2023	J	`jnl`	EvoPruneDeepTL: An evolutionary pruning model for transfer learning based deep neural networks. Neural Networks Javier Poyatos, Daniel Molina, Aritz D. Martinez, Javier Del Ser, Francisco Herrera
2023	J	`jnl`	Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions. CoRR Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf
2023	J	`jnl`	Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence. Inf. Fusion Sajid Ali, Tamer AbuHmed, Shaker H. Ali El-Sappagh, Khan Muhammad, Jose Maria Alonso-Moral, Roberto Confalonieri, Riccardo Guidotti, Javier Del Ser, Natalia Díaz Rodríguez, Francisco Herrera
2023	J	`jnl`	Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery. Inf. Fusion Cristina Zuheros, Eugenio Martínez-Cámara, Enrique Herrera-Viedma, Iyad A. Katib, Francisco Herrera
2023	J	`jnl`	Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series. Inf. Fusion David López, Ignacio Aguilera-Martos, Marta García-Bárzana, Francisco Herrera, Diego García-Gil, Julián Luengo
2023	J	`jnl`	General Purpose Artificial Intelligence Systems (GPAIS): Properties, Definition, Taxonomy, Open Challenges and Implications. CoRR Isaac Triguero, Daniel Molina, Javier Poyatos, Javier Del Ser, Francisco Herrera
2023	J	`jnl`	Generalizing max pooling via (a,b)-grouping functions for Convolutional Neural Networks. Inf. Fusion Iosu Rodríguez-Martínez, Tiago da Cruz Asmus, Graçaliz Pereira Dimuro, Francisco Herrera, Zdenko Takác, Humberto Bustince
2023	J	`jnl`	Handling Imbalanced Classification Problems With Support Vector Machines via Evolutionary Bilevel Optimization. IEEE Trans. Cybern. Alejandro Rosales-Pérez, Salvador García, Francisco Herrera
2023	—	`conf`	Low-Impact Feature Reduction Regularization Term: How to Improve Artificial Intelligence with Explainability. xAI (Late-breaking Work, Demos, Doctoral Consortium) Iván Sevillano-García, Julián Luengo, Francisco Herrera
2023	J	`jnl`	Mixed Opinion Dynamics Based on DeGroot Model and Hegselmann-Krause Model in Social Networks. IEEE Trans. Syst. Man Cybern. Syst. Zhibin Wu, Qinyue Zhou, Yucheng Dong, Jiuping Xu, Abdulrahman H. Altalhi, Francisco Herrera
2023	J	`jnl`	Multi-step histogram based outlier scores for unsupervised anomaly detection: ArcelorMittal engineering dataset case of study. Neurocomputing Ignacio Aguilera-Martos, Marta García-Bárzana, Diego García-Gil, Jacinto Carrasco, David López, Julián Luengo, Francisco Herrera
2023	J	`jnl`	Multiobjective Evolutionary Pruning of Deep Neural Networks with Transfer Learning for improving their Performance and Robustness. CoRR Javier Poyatos, Daniel Molina, Aitor Martínez-Seras, Javier Del Ser, Francisco Herrera
2023	J	`jnl`	Multiobjective evolutionary pruning of Deep Neural Networks with Transfer Learning for improving their performance and robustness. Appl. Soft Comput. Javier Poyatos, Daniel Molina, Aitor Martínez-Seras, Javier Del Ser, Francisco Herrera
2023	Misc	`conf`	Optimizing LIME Explanations Using REVEL Metrics. HAIS Iván Sevillano-García, Julián Luengo, Francisco Herrera
2023	J	`jnl`	REVEL Framework to Measure Local Linear Explanations for Black-Box Models: Deep Learning Image Classification Case Study. Int. J. Intell. Syst. Iván Sevillano-García, Julián Luengo, Francisco Herrera
2023	J	`jnl`	Regret Theory-Based Three-Way Decision Method on Incomplete Multiscale Decision Information Systems With Interval Fuzzy Numbers. IEEE Trans. Fuzzy Syst. Jiang Deng, Jianming Zhan, Enrique Herrera-Viedma, Francisco Herrera
2023	Misc	`conf`	Revisiting Histogram Based Outlier Scores: Strengths and Weaknesses. HAIS Ignacio Aguilera-Martos, Julián Luengo, Francisco Herrera
2023	J	`jnl`	Survey on federated learning threats: Concepts, taxonomy on attacks and defences, experimental study and challenges. Inf. Fusion Nuria Rodríguez Barroso, Daniel Jiménez-López, María Victoria Luzón, Francisco Herrera, Eugenio Martínez-Cámara
2023	J	`jnl`	TSFEDL: A python library for time series spatio-temporal feature extraction and prediction using deep learning. Neurocomputing Ignacio Aguilera-Martos, Ángel Miguel García-Vico, Julián Luengo, Sergio Damas, Francisco J. Melero, José Javier Valle-Alonso, Francisco Herrera
2023	—	`conf`	Toward Responsible Artificial Intelligence Systems: Safety and Trustworthiness. ECBS Francisco Herrera
2022	J	`jnl`	A New Clustering Algorithm With Preference Adjustment Cost to Reduce the Cooperation Complexity in Large-Scale Group Decision Making. IEEE Trans. Syst. Man Cybern. Syst. Tong Wu, Xinwang Liu, Jindong Qin, Francisco Herrera
2022	J	`jnl`	A Practical Tutorial for Decision Tree Induction: Evaluation Measures for Candidate Splits and Opportunities. ACM Comput. Surv. Víctor Adrián Sosa-Hernández, Raúl Monroy, Miguel Angel Medina-Pérez, Octavio Loyola-González, Francisco Herrera
2022	C	`conf`	A Preliminary Approach for using Metric Learning in Monotonic Classification. IEA/AIE Juan-Luis Suárez, Germán González-Almagro, Salvador García, Francisco Herrera
2022	J	`jnl`	A framework for adapting online prediction algorithms to outlier detection over time series. Knowl. Based Syst. Alaiñe Iturria, Jokin Labaien, Santi Charramendieta, Aizea Lojo, Javier Del Ser, Francisco Herrera
2022	J	`jnl`	A least square support vector machine approach based on bvRNA-GA for modeling photovoltaic systems. Appl. Soft Comput. Xiu Liu, Ning Wang, Daniel Molina, Francisco Herrera
2022	J	`jnl`	A tutorial on the segmentation of metallographic images: Taxonomy, new MetalDAM dataset, deep learning-based ensemble model, experimental analysis and challenges. Inf. Fusion Julián Luengo, Raúl Moreno, Iván Sevillano-García, David Charte, Adrián Peláez-Vegas, Marta Fernández-Moreno, Pablo Mesejo, Francisco Herrera
2022	J	`jnl`	Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning. IEEE Trans. Evol. Comput. Aritz D. Martinez, Javier Del Ser, Eneko Osaba, Francisco Herrera
2022	J	`jnl`	Backdoor attacks-resilient aggregation based on Robust Filtering of Outliers in federated learning for image classification. Knowl. Based Syst. Nuria Rodríguez Barroso, Eugenio Martínez-Cámara, María Victoria Luzón, Francisco Herrera
2022	J	`jnl`	Course Recommendation based on Sequences: An Evolutionary Search of Emerging Sequential Patterns. Cogn. Comput. Mohammed Ibrahim Al-Twijri, José María Luna, Francisco Herrera, Sebastián Ventura
2022	J	`jnl`	Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions. CoRR Yang Nan, Javier Del Ser, Simon Walsh, Carola Schönlieb, Michael Roberts, Ian Selby, Kit Howard, John Owen, Jon Neville, Julien Guiot, Benoit Ernst, Ana Pastor, Angel Alberich-Bayarri, Marion I. Menzel, Sean Walsh, Wim Vos, Nina Flerin, Jean-Paul Charbonnier, Eva M. van Rikxoort, Avishek Chatterjee, Henry C. Woodruff, Philippe Lambin, Leonor Cerdá Alberich, Luis Martí-Bonmatí, Francisco Herrera, Guang Yang
2022	J	`jnl`	Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions. Inf. Fusion Yang Nan, Javier Del Ser, Simon Walsh, Carola Schönlieb, Michael Roberts, Ian Selby, Kit Howard, John Owen, Jon Neville, Julien Guiot, Benoit Ernst, Ana Pastor, Angel Alberich-Bayarri, Marion I. Menzel, Sean Walsh, Wim Vos, Nina Flerin, Jean-Paul Charbonnier, Eva M. van Rikxoort, Avishek Chatterjee, Henry C. Woodruff, Philippe Lambin, Leonor Cerdá Alberich, Luis Martí-Bonmatí, Francisco Herrera, Guang Yang
2022	J	`jnl`	Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants' individual attributes and concerns. Inf. Fusion Xia Liu, Yejun Xu, Zaiwu Gong, Francisco Herrera
2022	J	`jnl`	Dynamic defense against byzantine poisoning attacks in federated learning. Future Gener. Comput. Syst. Nuria Rodríguez Barroso, Eugenio Martínez-Cámara, María Victoria Luzón, Francisco Herrera
2022	J	`jnl`	EXplainable Neural-Symbolic Learning ( Inf. Fusion Natalia Díaz Rodríguez, Alberto Lamas, Jules Sanchez, Gianni Franchi, Ivan Donadello, Siham Tabik, David Filliat, Policarpo Cruz, Rosana Montes, Francisco Herrera
2022	J	`jnl`	EvoPruneDeepTL: An Evolutionary Pruning Model for Transfer Learning based Deep Neural Networks. CoRR Javier Poyatos, Daniel Molina, Aritz D. Martinez, Javier Del Ser, Francisco Herrera
2022	J	`jnl`	Explanation sets: A general framework for machine learning explainability. Inf. Sci. Rubén R. Fernández, Isaac Martín de Diego, Javier M. Moguerza, Francisco Herrera
2022	J	`jnl`	Exploring the Trade-off between Plausibility, Change Intensity and Adversarial Power in Counterfactual Explanations using Multi-objective Optimization. CoRR Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Andreas Holzinger
2022	J	`jnl`	FW-SMOTE: A feature-weighted oversampling approach for imbalanced classification. Pattern Recognit. Sebastián Maldonado, Carla Vairetti, Alberto Fernández, Francisco Herrera
2022	J	`jnl`	Fuzzy Attention Neural Network to Tackle Discontinuity in Airway Segmentation. CoRR Yang Nan, Javier Del Ser, Zeyu Tang, Peng Tang, Xiaodan Xing, Yingying Fang, Francisco Herrera, Witold Pedrycz, Simon Walsh, Guang Yang
2022	J	`jnl`	Handling Imbalanced Classification Problems With Support Vector Machines via Evolutionary Bilevel Optimization. CoRR Alejandro Rosales-Pérez, Salvador García, Francisco Herrera
2022	J	`jnl`	Human pose estimation for mitigating false negatives in weapon detection in video-surveillance. Neurocomputing Alberto Lamas, Siham Tabik, Antonio Cano Montes, Francisco Pérez-Hernández, Jorge García-Torres Fernández, Roberto Olmos, Francisco Herrera
2022	J	`jnl`	Integrating Continual Personalized Individual Semantics Learning in Consensus Reaching in Linguistic Group Decision Making. IEEE Trans. Syst. Man Cybern. Syst. Cong-Cong Li, Yucheng Dong, Witold Pedrycz, Francisco Herrera
2022	J	`jnl`	Managing minority opinions in large-scale group decision making based on community detection and group polarization. Comput. Ind. Eng. Tong Wu, Cristina Zuheros, Xinwang Liu, Francisco Herrera
2022	J	`jnl`	REVEL Framework to measure Local Linear Explanations for black-box models: Deep Learning Image Classification case of study. CoRR Iván Sevillano-García, Julián Luengo-Martín, Francisco Herrera
2022	J	`jnl`	Reducing Data Complexity Using Autoencoders With Class-Informed Loss Functions. IEEE Trans. Pattern Anal. Mach. Intell. David Charte, Francisco Charte, Francisco Herrera
2022	J	`jnl`	Replacing pooling functions in Convolutional Neural Networks by linear combinations of increasing functions. Neural Networks Iosu Rodríguez-Martínez, Julio Lafuente, Regivan H. N. Santiago, Graçaliz Pereira Dimuro, Francisco Herrera, Humberto Bustince
2022	J	`jnl`	Survey on Federated Learning Threats: concepts, taxonomy on attacks and defences, experimental study and challenges. CoRR Nuria Rodríguez Barroso, Daniel Jiménez-López, María Victoria Luzón, Francisco Herrera, Eugenio Martínez-Cámara
2022	J	`jnl`	TSFEDL: A Python Library for Time Series Spatio-Temporal Feature Extraction and Prediction using Deep Learning (with Appendices on Detailed Network Architectures and Experimental Cases of Study). CoRR Ignacio Aguilera-Martos, Ángel Miguel García-Vico, Julián Luengo, Sergio Damas, Francisco J. Melero, José Javier Valle-Alonso, Francisco Herrera
2022	J	`jnl`	Trust-Consensus Multiplex Networks by Combining Trust Social Network Analysis and Consensus Evolution Methods in Group Decision-Making. IEEE Trans. Fuzzy Syst. Tong Wu, Xinwang Liu, Jindong Qin, Francisco Herrera
2022	J	`jnl`	Uncertainty quantification in Neural Networks by Approximate Bayesian Computation: Application to fatigue in composite materials. Eng. Appl. Artif. Intell. Juan Fernández Salas, Manuel Chiachío, Juan Chiachío, Rafael Muñoz, Francisco Herrera
2021	Misc	`conf`	A Preliminary Analysis on Software Frameworks for the Development of Spiking Neural Networks. HAIS Ángel Miguel García-Vico, Francisco Herrera
2021	J	`jnl`	A Tutorial On the design, experimentation and application of metaheuristic algorithms to real-World optimization problems. Swarm Evol. Comput. Eneko Osaba, Esther Villar-Rodriguez, Javier Del Ser, Antonio J. Nebro, Daniel Molina, Antonio LaTorre, Ponnuthurai N. Suganthan, Carlos A. Coello Coello, Francisco Herrera
2021	J	`jnl`	A consensus process based on regret theory with probabilistic linguistic term sets and its application in venture capital. Inf. Sci. Xiaoli Tian, Zeshui Xu, Jing Gu, Francisco Herrera
2021	J	`jnl`	A panoramic view and swot analysis of artificial intelligence for achieving the sustainable development goals by 2030: progress and prospects. Appl. Intell. Iván Palomares, Eugenio Martínez-Cámara, Rosana Montes, Pablo García-Moral, Manuel Chiachío, Juan Chiachío, Sergio Alonso, Francisco J. Melero, Daniel Molina, Bárbara Fernández, Cristina Moral, Rosario Marchena, Javier Pérez de Vargas, Francisco Herrera
2021	J	`jnl`	A prescription of methodological guidelines for comparing bio-inspired optimization algorithms. Swarm Evol. Comput. Antonio LaTorre, Daniel Molina, Eneko Osaba, Javier Poyatos, Javier Del Ser, Francisco Herrera
2021	J	`jnl`	A robust approach for deep neural networks in presence of label noise: relabelling and filtering instances during training. CoRR Anabel Gómez-Ríos, Julián Luengo, Francisco Herrera
2021	J	`jnl`	A tutorial on distance metric learning: Mathematical foundations, algorithms, experimental analysis, prospects and challenges. Neurocomputing Juan-Luis Suárez, Salvador García, Francisco Herrera
2021	J	`jnl`	ADOPS: Aspect Discovery OPinion Summarisation Methodology based on deep learning and subgroup discovery for generating explainable opinion summaries. Knowl. Based Syst. Miguel López, Eugenio Martínez-Cámara, María Victoria Luzón, Francisco Herrera
2021	J	`jnl`	AT-MFCGA: An Adaptive Transfer-guided Multifactorial Cellular Genetic Algorithm for Evolutionary Multitasking. Inf. Sci. Eneko Osaba, Javier Del Ser, Aritz D. Martinez, Jesus L. Lobo, Francisco Herrera
2021	—	`ed.`	Ambient Intelligence - Software and Applications - 11th International Symposium on Ambient Intelligence, ISAmI 2020, L'Aquila, Italy, October 7 - 9, 2020 ISAmI Paulo Novais, Gianni Viardo Vercelli, Josep Lluís Larriba-Pey, Francisco Herrera, Pablo Chamoso
2021	J	`jnl`	An Indexing Algorithm Based on Clustering of Minutia Cylinder Codes for Fast Latent Fingerprint Identification. IEEE Access Ismay Pérez-Sánchez, Bárbara Cervantes, Miguel Angel Medina-Pérez, Raúl Monroy, Octavio Loyola-González, Salvador García, Francisco Herrera
2021	J	`jnl`	An efficient consensus reaching framework for large-scale social network group decision making and its application in urban resettlement. Inf. Sci. Xiangrui Chao, Gang Kou, Yi Peng, Enrique Herrera-Viedma, Francisco Herrera
2021	J	`jnl`	An interval type-2 fuzzy Kano-prospect-TOPSIS based QFD model: Application to Chinese e-commerce service design. Appl. Soft Comput. Tong Wu, Xinwang Liu, Jindong Qin, Francisco Herrera
2021	J	`jnl`	Anomaly Detection in Predictive Maintenance: A New Evaluation Framework for Temporal Unsupervised Anomaly Detection Algorithms. CoRR Jacinto Carrasco, Irina Markova, David López, Ignacio Aguilera, Diego García, Marta García-Bárzana, Manuel Arias-Rodil, Julián Luengo, Francisco Herrera
2021	J	`jnl`	Anomaly detection in predictive maintenance: A new evaluation framework for temporal unsupervised anomaly detection algorithms. Neurocomputing Jacinto Carrasco, David López, Ignacio Aguilera-Martos, Diego García-Gil, Irina Markova, Marta García-Bárzana, Manuel Arias-Rodil, Julián Luengo, Francisco Herrera
2021	J	`jnl`	BELIEF: A distance-based redundancy-proof feature selection method for Big Data. Inf. Sci. David López, Sergio Ramírez-Gallego, Salvador García, Ning Xiong, Francisco Herrera
2021	J	`jnl`	Balance Dynamic Clustering Analysis and Consensus Reaching Process With Consensus Evolution Networks in Large-Scale Group Decision Making. IEEE Trans. Fuzzy Syst. Tong Wu, Xinwang Liu, Jindong Qin, Francisco Herrera
2021	J	`jnl`	CI-Dataset and DetDSCI Methodology for Detecting Too Small and Too Large Critical Infrastructures in Satellite Images: Airports and Electrical Substations as Case Study. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Francisco Pérez-Hernández, José Rodríguez-Ortega, Yassir Benhammou, Francisco Herrera, Siham Tabik
2021	J	`jnl`	CURIE: a cellular automaton for concept drift detection. Data Min. Knowl. Discov. Jesus L. Lobo, Javier Del Ser, Eneko Osaba, Albert Bifet, Francisco Herrera
2021	J	`jnl`	Consensus Model Handling Minority Opinions and Noncooperative Behaviors in Large-Scale Group Decision-Making Under Double Hierarchy Linguistic Preference Relations. IEEE Trans. Cybern. Xunjie Gou, Zeshui Xu, Huchang Liao, Francisco Herrera
2021	J	`jnl`	Consensus Reaching and Strategic Manipulation in Group Decision Making With Trust Relationships. IEEE Trans. Syst. Man Cybern. Syst. Yucheng Dong, Quanbo Zha, Hengjie Zhang, Francisco Herrera
2021	Misc	`conf`	Distance Metric Learning with Prototype Selection for Imbalanced Classification. HAIS Juan-Luis Suárez, Salvador García, Francisco Herrera
2021	J	`jnl`	Distributed linguistic representations in decision making: Taxonomy, key elements and applications, and challenges in data science and explainable artificial intelligence. Inf. Fusion Yuzhu Wu, Zhen Zhang, Gang Kou, Hengjie Zhang, Xiangrui Chao, Cong-Cong Li, Yucheng Dong, Francisco Herrera
2021	J	`jnl`	Dynamic subgroup-quality-based consensus in managing consistency, nearness, and evenness quality indices for large-scale group decision making under hesitant environment. J. Oper. Res. Soc. Ming Tang, Huchang Liao, Xiaomei Mi, Xuanhua Xu, Francisco Herrera
2021	J	`jnl`	EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case. CoRR Natalia Díaz Rodríguez, Alberto Lamas, Jules Sanchez, Gianni Franchi, Ivan Donadello, Siham Tabik, David Filliat, Policarpo Cruz, Rosana Montes, Francisco Herrera
2021	C	`conf`	Federated Fuzzy Learning with Imbalanced Data. ICMLA Lukas Johannes Dust, Marina López Murcia, Andreas Mäkilä, Petter Nordin, Ning Xiong, Francisco Herrera
2021	J	`jnl`	Fuzzy Neurocomputing Sergio González, Salvador García, Sheng-Tun Li, Robert Ivor John, Francisco Herrera
2021	J	`jnl`	Information fusion for affective computing and sentiment analysis. Inf. Fusion Amir Hussain, Erik Cambria, Soujanya Poria, Ahmad Y. A. Hawalah, Francisco Herrera
2021	J	`jnl`	LUNAR: Cellular automata for drifting data streams. Inf. Sci. Jesus L. Lobo, Javier Del Ser, Francisco Herrera
2021	J	`jnl`	Learning interpretable multi-class models by means of hierarchical decomposition: Threshold Control for Nested Dichotomies. Neurocomputing J. A. Fdez-Sánchez, José Daniel Pascual-Triana, Alberto Fernández, Francisco Herrera
2021	J	`jnl`	Lights and shadows in Evolutionary Deep Learning: Taxonomy, critical methodological analysis, cases of study, learned lessons, recommendations and challenges. Inf. Fusion Aritz D. Martinez, Javier Del Ser, Esther Villar-Rodriguez, Eneko Osaba, Javier Poyatos, Siham Tabik, Daniel Molina, Francisco Herrera
2021	J	`jnl`	Linguistic Opinions Dynamics Based on Personalized Individual Semantics. IEEE Trans. Fuzzy Syst. Haiming Liang, Cong-Cong Li, Yucheng Dong, Francisco Herrera
2021	J	`jnl`	MULTICAST: MULTI Confirmation-level Alarm SysTem based on CNN and LSTM to mitigate false alarms for handgun detection in video-surveillance. CoRR Roberto Olmos, Siham Tabik, Francisco Pérez-Hernández, Alberto Lamas, Francisco Herrera
2021	J	`jnl`	Measuring volatility based on ordered weighted average operators: The case of agricultural product prices. Fuzzy Sets Syst. Ernesto León-Castro, Luis F. Espinoza-Audelo, José M. Merigó, Enrique Herrera-Viedma, Francisco Herrera
2021	J	`jnl`	MonuMAI: Dataset, deep learning pipeline and citizen science based app for monumental heritage taxonomy and classification. Neurocomputing Alberto Lamas, Siham Tabik, Policarpo Cruz, Rosana Montes, Álvaro Martínez-Sevilla, Teresa Cruz, Francisco Herrera
2021	—	`conf`	More is not Always Better: Insights from a Massive Comparison of Meta-heuristic Algorithms over Real-Parameter Optimization Problems. SSCI Javier Del Ser, Eneko Osaba, Aritz D. Martinez, Miren Nekane Bilbao, Javier Poyatos, Daniel Molina, Francisco Herrera
2021	J	`jnl`	Multiple instance classification: Bag noise filtering for negative instance noise cleaning. Inf. Sci. Julián Luengo, Dánel Sánchez Tarragó, Ronaldo C. Prati, Francisco Herrera
2021	J	`jnl`	Numerical Interval Opinion Dynamics in Social Networks: Stable State and Consensus. IEEE Trans. Fuzzy Syst. Yucheng Dong, Min Zhan, Zhaogang Ding, Haiming Liang, Francisco Herrera
2021	B	`conf`	Ordinal Regression with Explainable Distance Metric Learning Based on Ordered Sequences: Extended Abstract. DSAA Juan-Luis Suárez, Salvador García, Francisco Herrera
2021	J	`jnl`	Ordinal regression with explainable distance metric learning based on ordered sequences. Mach. Learn. Juan-Luis Suárez, Salvador García, Francisco Herrera
2021	J	`jnl`	Probabilistic double hierarchy linguistic term set and its use in designing an improved VIKOR method: The application in smart healthcare. J. Oper. Res. Soc. Xunjie Gou, Zeshui Xu, Huchang Liao, Francisco Herrera
2021	J	`jnl`	Reducing Data Complexity using Autoencoders with Class-informed Loss Functions. CoRR David Charte, Francisco Charte, Francisco Herrera
2021	J	`jnl`	Revisiting Fuzzy and Linguistic Decision Making: Scenarios and Challenges for Making Wiser Decisions in a Better Way. IEEE Trans. Syst. Man Cybern. Syst. Enrique Herrera-Viedma, Iván Palomares, Cong-Cong Li, Francisco Javier Cabrerizo, Yucheng Dong, Francisco Chiclana, Francisco Herrera
2021	J	`jnl`	Revisiting data complexity metrics based on morphology for overlap and imbalance: snapshot, new overlap number of balls metrics and singular problems prospect. Knowl. Inf. Syst. José Daniel Pascual-Triana, David Charte, Marta Andrés Arroyo, Alberto Fernández, Francisco Herrera
2021	J	`jnl`	SOUL: Scala Oversampling and Undersampling Library for imbalance classification. SoftwareX Néstor Rodríguez, David López, Alberto Fernández, Salvador García, Francisco Herrera
2021	J	`jnl`	Score function based on concentration degree for probabilistic linguistic term sets: An application to TOPSIS and VIKOR. Inf. Sci. Mingwei Lin, Zheyu Chen, Zeshui Xu, Xunjie Gou, Francisco Herrera
2021	J	`jnl`	Sentiment Analysis based Multi-Person Multi-criteria Decision Making methodology using natural language processing and deep learning for smarter decision aid. Case study of restaurant choice using TripAdvisor reviews. Inf. Fusion Cristina Zuheros, Eugenio Martínez-Cámara, Enrique Herrera-Viedma, Francisco Herrera
2021	Misc	`conf`	Slicer: Feature Learning for Class Separability with Least-Squares Support Vector Machine Loss and COVID-19 Chest X-Ray Case Study. HAIS David Charte, Iván Sevillano-García, María Jesús Lucena-González, José Luis Martín-Rodríguez, Francisco Charte, Francisco Herrera
2021	J	`jnl`	Small and large scale critical infrastructures detection based on deep learning using high resolution orthogonal images. CoRR Francisco Pérez-Hernández, José Rodríguez-Ortega, Yassir Benhammou, Francisco Herrera, Siham Tabik
2021	J	`jnl`	Special Issue on Methods and Infrastructures for Data Mining at the Edge of Internet of Things. IEEE Internet Things J. Giancarlo Fortino, Rajkumar Buyya, Min Chen, Francisco Herrera
2020	B	`conf`	2-tuple fuzzy linguistic perceptions and probabilistic awareness-based heuristics for modeling consumer purchase behaviors. FUZZ-IEEE Jesús Giráldez-Cru, Manuel Chica, Oscar Cordón, Francisco Herrera
2020	J	`jnl`	A Showcase of the Use of Autoencoders in Feature Learning Applications. CoRR David Charte, Francisco Charte, María José del Jesus, Francisco Herrera
2020	J	`jnl`	A novel methodology to classify test cases using natural language processing and imbalanced learning. Eng. Appl. Artif. Intell. Sahar Tahvili, Leo Hatvani, Enislay Ramentol, Rita Pimentel, Wasif Afzal, Francisco Herrera
2020	J	`jnl`	A practical tutorial on bagging and boosting based ensembles for machine learning: Algorithms, software tools, performance study, practical perspectives and opportunities. Inf. Fusion Sergio González, Salvador García, Javier Del Ser, Lior Rokach, Francisco Herrera
2020	J	`jnl`	A tutorial on ensembles and deep learning fusion with MNIST as guiding thread: A complex heterogeneous fusion scheme reaching 10 digits error. CoRR Siham Tabik, Ricardo F. Alvear-Sandoval, María M. Ruiz, José-Luis Sancho-Gómez, Aníbal R. Figueiras-Vidal, Francisco Herrera
2020	J	`jnl`	A two-step communication opinion dynamics model with self-persistence and influence index for social networks based on the DeGroot model. Inf. Sci. Qinyue Zhou, Zhibin Wu, Abdulrahman H. Altalhi, Francisco Herrera
2020	J	`jnl`	AT-MFCGA: An Adaptive Transfer-guided Multifactorial Cellular Genetic Algorithm for Evolutionary Multitasking. CoRR Eneko Osaba, Javier Del Ser, Aritz D. Martinez, Jesus L. Lobo, Francisco Herrera
2020	J	`jnl`	An analysis on the use of autoencoders for representation learning: Fundamentals, learning task case studies, explainability and challenges. Neurocomputing David Charte, Francisco Charte, María José del Jesus, Francisco Herrera
2020	J	`jnl`	An analysis on the use of autoencoders for representation learning: fundamentals, learning task case studies, explainability and challenges. CoRR David Charte, Francisco Charte, María José del Jesus, Francisco Herrera
2020	J	`jnl`	An overview on feedback mechanisms with minimum adjustment or cost in consensus reaching in group decision making: Research paradigms and challenges. Inf. Fusion Hengjie Zhang, Sihai Zhao, Gang Kou, Cong-Cong Li, Yucheng Dong, Francisco Herrera
2020	J	`jnl`	Asynchronous Processing for Latent Fingerprint Identification on Heterogeneous CPU-GPU Systems. IEEE Access Andres Jesus Sanchez, Luis F. Romero, Daniel Peralta, Miguel Angel Medina-Pérez, Yvan Saeys, Francisco Herrera, Siham Tabik
2020	—	`book`	Big Data Preprocessing - Enabling Smart Data Julián Luengo, Diego García-Gil, Sergio Ramírez-Gallego, Salvador García, Francisco Herrera
2020	J	`jnl`	BreakHis based breast cancer automatic diagnosis using deep learning: Taxonomy, survey and insights. Neurocomputing Yassir Benhammou, Boujemâa Achchab, Francisco Herrera, Siham Tabik
2020	J	`jnl`	COVIDGR Dataset and COVID-SDNet Methodology for Predicting COVID-19 Based on Chest X-Ray Images. IEEE J. Biomed. Health Informatics Siham Tabik, Anabel Gómez-Ríos, J. L. Martín-Rodríguez, I. Sevillano-García, Manuel Rey-Area, David Charte, Emilio Guirado, Juan-Luis Suárez, Julián Luengo, M. A. Valero-González, P. García-Villanova, Eulalia Olmedo-Sánchez, Francisco Herrera
2020	J	`jnl`	COVIDGR dataset and COVID-SDNet methodology for predicting COVID-19 based on Chest X-Ray images. CoRR Siham Tabik, Anabel Gómez-Ríos, J. L. Martín-Rodríguez, I. Sevillano-García, Manuel Rey-Area, David Charte, Emilio Guirado, Juan-Luis Suárez, Julián Luengo, M. A. Valero-González, P. García-Villanova, Eulalia Olmedo-Sánchez, Francisco Herrera
2020	J	`jnl`	CURIE: A Cellular Automaton for Concept Drift Detection. CoRR Jesus L. Lobo, Javier Del Ser, Eneko Osaba, Albert Bifet, Francisco Herrera
2020	J	`jnl`	Comprehensive Taxonomies of Nature- and Bio-inspired Optimization: Inspiration Versus Algorithmic Behavior, Critical Analysis Recommendations. Cogn. Comput. Daniel Molina, Javier Poyatos, Javier Del Ser, Salvador García, Amir Hussain, Francisco Herrera
2020	J	`jnl`	Comprehensive Taxonomies of Nature- and Bio-inspired Optimization: Inspiration versus Algorithmic Behavior, Critical Analysis and Recommendations. CoRR Daniel Molina, Javier Poyatos, Javier Del Ser, Salvador García, Amir Hussain, Francisco Herrera
2020	J	`jnl`	Deep learning in video multi-object tracking: A survey. Neurocomputing Gioele Ciaparrone, Francisco Luque Sánchez, Siham Tabik, Luigi Troiano, Roberto Tagliaferri, Francisco Herrera
2020	Misc	`ed.`	Distributed Computing and Artificial Intelligence, 16th International Conference, DCAI 2019, Avila, Spain, 26-28 June, 2019. DCAI Francisco Herrera, Kenji Matsui, Sara Rodríguez-González
2020	J	`jnl`	Distributed Linguistic Representations in Decision Making: Taxonomy, Key Elements and Applications, and Challenges in Data Science and Explainable Artificial Intelligence. CoRR Yuzhu Wu, Zhen Zhang, Gang Kou, Hengjie Zhang, Xiangrui Chao, Cong-Cong Li, Yucheng Dong, Francisco Herrera
2020	J	`jnl`	Dynamic Federated Learning Model for Identifying Adversarial Clients. CoRR Nuria Rodríguez Barroso, Eugenio Martínez-Cámara, María Victoria Luzón, Gerardo González-Seco, Miguel Ángel Veganzones, Francisco Herrera
2020	J	`jnl`	Editorial: Fuzzy Logic and Artificial Intelligence: A Special Issue on Emerging Techniques and Their Applications. IEEE Trans. Fuzzy Syst. Fei-Yue Wang, Witold Pedrycz, Francisco Herrera, Shun-Feng Su
2020	J	`jnl`	Enhancing the classification of social media opinions by optimizing the structural information. Future Gener. Comput. Syst. Carla Vairetti, Eugenio Martínez-Cámara, Sebastián Maldonado, María Victoria Luzón, Francisco Herrera
2020	J	`jnl`	Ensembles of cost-diverse Bayesian neural learners for imbalanced binary classification. Inf. Sci. Marcelino Lázaro, Francisco Herrera, Aníbal R. Figueiras-Vidal
2020	J	`jnl`	Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI. Inf. Fusion Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Javier Del Ser, Adrien Bennetot, Siham Tabik, Alberto Barbado, Salvador García, Sergio Gil-Lopez, Daniel Molina, Richard Benjamins, Raja Chatila, Francisco Herrera
2020	J	`jnl`	Fairness in Bio-inspired Optimization Research: A Prescription of Methodological Guidelines for Comparing Meta-heuristics. CoRR Antonio LaTorre, Daniel Molina, Eneko Osaba, Javier Del Ser, Francisco Herrera
2020	J	`jnl`	Fast and Scalable Approaches to Accelerate the Fuzzy k-Nearest Neighbors Classifier for Big Data. IEEE Trans. Fuzzy Syst. Jesús Maillo, Salvador García, Julián Luengo, Francisco Herrera, Isaac Triguero
2020	J	`jnl`	Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy. CoRR Nuria Rodríguez Barroso, Goran Stipcich, Daniel Jiménez-López, José Antonio Ruiz-Millán, Eugenio Martínez-Cámara, Gerardo González-Seco, María Victoria Luzón, Miguel Ángel Veganzones, Francisco Herrera
2020	J	`jnl`	Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy. Inf. Fusion Nuria Rodríguez Barroso, Goran Stipcich, Daniel Jiménez-López, José Antonio Ruiz-Millán, Eugenio Martínez-Cámara, Gerardo González-Seco, María Victoria Luzón, Miguel Angel Veganzones, Francisco Herrera
2020	J	`jnl`	Fuzzy k-Nearest Neighbors with monotonicity constraints: Moving towards the robustness of monotonic noise. CoRR Sergio González, Salvador García, Sheng-Tun Li, Robert I. John, Francisco Herrera
2020	B	`conf`	HFER: Promoting Explainability in Fuzzy Systems via Hierarchical Fuzzy Exception Rules. FUZZ-IEEE José Ramón Trillo, Alberto Fernández, Francisco Herrera
2020	J	`jnl`	Hesitancy degree-based correlation measures for hesitant fuzzy linguistic term sets and their applications in multiple criteria decision making. Inf. Sci. Huchang Liao, Xunjie Gou, Zeshui Xu, Xiao-Jun Zeng, Francisco Herrera
2020	J	`jnl`	Incremental learning model inspired in Rehearsal for deep convolutional networks. Knowl. Based Syst. David Muñoz, Camilo Narváez, Carlos Cobos, Martha Mendoza, Francisco Herrera
2020	J	`jnl`	Interval MULTIMOORA Method Integrating Interval Borda Rule and Interval Best-Worst-Method-Based Weighting Model: Case Study on Hybrid Vehicle Engine Selection. IEEE Trans. Cybern. Arian Hafezalkotob, Ashkan Hafezalkotob, Huchang Liao, Francisco Herrera
2020	J	`jnl`	Irony detection in Twitter with imbalanced class distributions. J. Intell. Fuzzy Syst. Delia Irazú Hernández Farías, Ronaldo C. Prati, Francisco Herrera, Paolo Rosso
2020	J	`jnl`	LUNAR: Cellular Automata for Drifting Data Streams. CoRR Jesus L. Lobo, Javier Del Ser, Francisco Herrera
2020	J	`jnl`	Large-Scale decision-making: Characterization, taxonomy, challenges and future directions from an Artificial Intelligence and applications perspective. Inf. Fusion Ru-Xi Ding, Iván Palomares, Xueqing Wang, Guo-Rui Yang, Bingsheng Liu, Yucheng Dong, Enrique Herrera-Viedma, Francisco Herrera
2020	J	`jnl`	Lights and Shadows in Evolutionary Deep Learning: Taxonomy, Critical Methodological Analysis, Cases of Study, Learned Lessons, Recommendations and Challenges. CoRR Aritz D. Martinez, Javier Del Ser, Esther Villar-Rodriguez, Eneko Osaba, Javier Poyatos, Siham Tabik, Daniel Molina, Francisco Herrera
2020	J	`jnl`	Linguistic group decision making: Axiomatic distance and minimum cost consensus. Inf. Sci. Yao Li, Xia Chen, Yucheng Dong, Francisco Herrera
2020	J	`jnl`	MNIST-NET10: A heterogeneous deep networks fusion based on the degree of certainty to reach 0.1% error rate. Ensembles overview and proposal. Inf. Fusion Siham Tabik, Ricardo F. Alvear-Sandoval, María M. Ruiz, José-Luis Sancho-Gómez, Aníbal R. Figueiras-Vidal, Francisco Herrera
2020	J	`jnl`	Modeling agent-based consumers decision-making with 2-tuple fuzzy linguistic perceptions. Int. J. Intell. Syst. Jesús Giráldez-Cru, Manuel Chica, Oscar Cordón, Francisco Herrera
2020	B	`conf`	Multifactorial Cellular Genetic Algorithm (MFCGA): Algorithmic Design, Performance Comparison and Genetic Transferability Analysis. CEC Eneko Osaba, Aritz D. Martinez, Jesus L. Lobo, Javier Del Ser, Francisco Herrera
2020	J	`jnl`	Multifactorial Cellular Genetic Algorithm (MFCGA): Algorithmic Design, Performance Comparison and Genetic Transferability Analysis. CoRR Eneko Osaba, Aritz D. Martinez, Jesus L. Lobo, Javier Del Ser, Francisco Herrera
2020	J	`jnl`	Object Detection Binary Classifiers methodology based on deep learning to identify small objects handled similarly: Application in video surveillance. Knowl. Based Syst. Francisco Pérez-Hernández, Siham Tabik, Alberto Castillo Lamas, Roberto Olmos, Hamido Fujita, Francisco Herrera
2020	J	`jnl`	Overview of Hesitant Linguistic Preference Relations for Representing Cognitive Complex Information: Where We Stand and What Is Next. Cogn. Comput. Huchang Liao, Ming Tang, Rui Qin, Xiaomei Mi, Abdulrahman H. Altalhi, Saleh Alshomrani, Francisco Herrera
2020	J	`jnl`	Predicting literature's early impact with sentiment analysis in Twitter. Knowl. Based Syst. Saeed-Ul Hassan, Naif R. Aljohani, Nimra Idrees, Raheem Sarwar, Raheel Nawaz, Eugenio Martínez-Cámara, Sebastián Ventura, Francisco Herrera
2020	J	`jnl`	Preprocessing methodology for time series: An industrial world application case study. Inf. Sci. Juan Antonio Cortés-Ibáñez, Sergio González, José Javier Valle-Alonso, Julián Luengo, Salvador García, Francisco Herrera
2020	J	`jnl`	Recent Trends in the Use of Statistical Tests for Comparing Swarm and Evolutionary Computing Algorithms: Practical Guidelines and a Critical Review. CoRR Jacinto Carrasco, Salvador García, María del Mar Rueda, Swagatam Das, Francisco Herrera
2020	J	`jnl`	Recent trends in the use of statistical tests for comparing swarm and evolutionary computing algorithms: Practical guidelines and a critical review. Swarm Evol. Comput. Jacinto Carrasco, Salvador García, María del Mar Rueda, Swagatam Das, Francisco Herrera
2020	J	`jnl`	Redundancy and Complexity Metrics for Big Data Classification: Towards Smart Data. IEEE Access Jesús Maillo, Isaac Triguero, Francisco Herrera
2020	J	`jnl`	Revisiting Data Complexity Metrics Based on Morphology for Overlap and Imbalance: Snapshot, New Overlap Number of Balls Metrics and Singular Problems Prospect. CoRR José Daniel Pascual-Triana, David Charte, Marta Andrés Arroyo, Alberto Fernández, Francisco Herrera
2020	J	`jnl`	Revisiting crowd behaviour analysis through deep learning: Taxonomy, anomaly detection, crowd emotions, datasets, opportunities and prospects. Inf. Fusion Francisco Luque Sánchez, Isabelle Hupont, Siham Tabik, Francisco Herrera
2020	J	`jnl`	Sentiment Analysis based Multi-person Multi-criteria Decision Making Methodology: Using Natural Language Processing and Deep Learning for Decision Aid. CoRR Cristina Zuheros, Eugenio Martínez-Cámara, Enrique Herrera-Viedma, Francisco Herrera
2020	J	`jnl`	Simultaneously Evolving Deep Reinforcement Learning Models using Multifactorial Optimization. CoRR Aritz D. Martinez, Eneko Osaba, Javier Del Ser, Francisco Herrera
2020	B	`conf`	Simultaneously Evolving Deep Reinforcement Learning Models using Multifactorial optimization. CEC Aritz D. Martinez, Eneko Osaba, Javier Del Ser, Francisco Herrera
2020	J	`jnl`	Smart Data based Ensemble for Imbalanced Big Data Classification. CoRR Diego García-Gil, Johan Holmberg, Salvador García, Ning Xiong, Francisco Herrera
2020	J	`jnl`	Special Issue SOCO 2017: New trends in soft computing and its application in industrial and environmental problems. Neurocomputing Francisco Herrera, Ajith Abraham, Michal Wozniak, Hilde Pérez, Emilio Corchado
2020	J	`jnl`	The minimum cost consensus model considering the implicit trust of opinions similarities in social network group decision-making. Int. J. Intell. Syst. Tong Wu, Xinwang Liu, Zaiwu Gong, Huanhuan Zhang, Francisco Herrera
2020	J	`jnl`	Tree Cover Estimation in Global Drylands from Space Using Deep Learning. Remote. Sens. Emilio Guirado, Domingo Alcaraz-Segura, Javier Cabello, Sergio Puertas-Ruíz, Francisco Herrera, Siham Tabik
2020	J	`jnl`	Tweet Coupling: a social media methodology for clustering scientific publications. Scientometrics Saeed-Ul Hassan, Naif R. Aljohani, Mudassir Shabbir, Umair Ali, Sehrish Iqbal, Raheem Sarwar, Eugenio Martínez-Cámara, Sebastián Ventura, Francisco Herrera
2020	J	`jnl`	What do people think about this monument? Understanding negative reviews via deep learning, clustering and descriptive rules. J. Ambient Intell. Humaniz. Comput. Ana Valdivia, Eugenio Martínez-Cámara, Iti Chaturvedi, María Victoria Luzón, Erik Cambria, Yew-Soon Ong, Francisco Herrera
2020	J	`jnl`	otsad: A package for online time-series anomaly detectors. Neurocomputing Alaiñe Iturria, Jacinto Carrasco, Santi Charramendieta, Angel Conde, Francisco Herrera
2020	J	`jnl`	pyDML: A Python Library for Distance Metric Learning. J. Mach. Learn. Res. Juan-Luis Suárez, Salvador García, Francisco Herrera
2019	J	`jnl`	A Consensus Model for Large-Scale Linguistic Group Decision Making With a Feedback Recommendation Based on Clustered Personalized Individual Semantics and Opposing Consensus Groups. IEEE Trans. Fuzzy Syst. Cong-Cong Li, Yucheng Dong, Francisco Herrera
2019	C	`conf`	A First Approach on Big Data Missing Values Imputation. IoTBDS Besay Montesdeoca, Julián Luengo, Jesús Maillo, Diego García-Gil, Salvador García, Francisco Herrera
2019	J	`jnl`	A Metahierarchical Rule Decision System to Design Robust Fuzzy Classifiers Based on Data Complexity. IEEE Trans. Fuzzy Syst. Javier Cózar, Alberto Fernández, Francisco Herrera, José A. Gámez
2019	J	`jnl`	A Novel Memetic Framework for Enhancing Differential Evolution Algorithms via Combination With Alopex Local Search. Int. J. Comput. Intell. Syst. Miguel León Ortiz, Ning Xiong, Daniel Molina, Francisco Herrera
2019	J	`jnl`	A Review of Fingerprint Feature Representations and Their Applications for Latent Fingerprint Identification: Trends and Evaluation. IEEE Access Danilo Valdes-Ramirez, Miguel Angel Medina-Pérez, Raúl Monroy, Octavio Loyola-González, Jorge Rodríguez-Ruiz, Aythami Morales, Francisco Herrera
2019	—	`conf`	A Showcase of the Use of Autoencoders in Feature Learning Applications. IWINAC (2) David Charte, Francisco Charte, María José del Jesus, Francisco Herrera
2019	J	`jnl`	A binocular image fusion approach for minimizing false positives in handgun detection with deep learning. Inf. Fusion Roberto Olmos, Siham Tabik, Alberto Castillo Lamas, Francisco Pérez-Hernández, Francisco Herrera
2019	J	`jnl`	A multi-objective evolutionary fuzzy system to obtain a broad and accurate set of solutions in intrusion detection systems. Soft Comput. Salma Elhag, Alberto Fernández, Abdulrahman H. Altalhi, Saleh Alshomrani, Francisco Herrera
2019	J	`jnl`	A snapshot on nonstandard supervised learning problems: taxonomy, relationships, problem transformations and algorithm adaptations. Prog. Artif. Intell. David Charte, Francisco Charte, Salvador García, Francisco Herrera
2019	J	`jnl`	Alternative Ranking-Based Clustering and Reliability Index-Based Consensus Reaching Process for Hesitant Fuzzy Large Scale Group Decision Making. IEEE Trans. Fuzzy Syst. Xia Liu, Yejun Xu, Rosana Montes, Ru-Xi Ding, Francisco Herrera
2019	—	`conf`	An Analysis of Local and Global Solutions to Address Big Data Imbalanced Classification: A Case Study with SMOTE Preprocessing. JCC&BD María José Basgall, Waldo Hasperué, Marcelo R. Naiouf, Alberto Fernández, Francisco Herrera
2019	J	`jnl`	An overview of MULTIMOORA for multi-criteria decision-making: Theory, developments, applications, and challenges. Inf. Fusion Arian Hafezalkotob, Ashkan Hafezalkotob, Huchang Liao, Francisco Herrera
2019	J	`jnl`	An overview on managing additive consistency of reciprocal preference relations for consistency-driven decision making and fusion: Taxonomy and future directions. Inf. Fusion Cong-Cong Li, Yucheng Dong, Yejun Xu, Francisco Chiclana, Enrique Herrera-Viedma, Francisco Herrera
2019	J	`jnl`	Analysis of self-confidence indices-based additive consistency for fuzzy preference relations with self-confidence and its application in group decision making. Int. J. Intell. Syst. Xia Liu, Yejun Xu, Rosana Montes, Yucheng Dong, Francisco Herrera
2019	J	`jnl`	Analyze, Sense, Preprocess, Predict, Implement, and Deploy (ASPPID): An incremental methodology based on data analytics for cost-efficiently monitoring the industry 4.0. Eng. Appl. Artif. Intell. Jesus Para, Javier Del Ser, Antonio J. Nebro, Urko Zurutuza, Francisco Herrera
2019	B	`conf`	Applying Memetic algorithm with Improved L-SHADE and Local Search Pool for the 100-digit challenge on Single Objective Numerical Optimization. CEC Daniel Molina, Francisco Herrera
2019	C	`conf`	Big Data Preprocessing as the Bridge between Big Data and Smart Data: BigDaPSpark and BigDaPFlink Libraries. IoTBDS Diego García-Gil, Alejandro Alcalde-Barros, Julián Luengo, Salvador García, Francisco Herrera
2019	J	`jnl`	Bio-inspired computation: Where we stand and what's next. Swarm Evol. Comput. Javier Del Ser, Eneko Osaba, Daniel Molina, Xin-She Yang, Sancho Salcedo-Sanz, David Camacho, Swagatam Das, Ponnuthurai N. Suganthan, Carlos A. Coello Coello, Francisco Herrera
2019	J	`jnl`	Brightness guided preprocessing for automatic cold steel weapon detection in surveillance videos with deep learning. Neurocomputing Alberto Castillo, Siham Tabik, Francisco Pérez, Roberto Olmos, Francisco Herrera
2019	J	`jnl`	Chain based sampling for monotonic imbalanced classification. Inf. Sci. Sergio González, Salvador García, Sheng-Tun Li, Francisco Herrera
2019	J	`jnl`	Consensus Building With Individual Consistency Control in Group Decision Making. IEEE Trans. Fuzzy Syst. Cong-Cong Li, Rosa M. Rodríguez, Luis Martínez-López, Yucheng Dong, Francisco Herrera
2019	J	`jnl`	Consensus evolution networks: A consensus reaching tool for managing consensus thresholds in group decision making. Inf. Fusion Tong Wu, Xinwang Liu, Jindong Qin, Francisco Herrera
2019	J	`jnl`	Consensus model for large-scale group decision making based on fuzzy preference relation with self-confidence: Detecting and managing overconfidence behaviors. Inf. Fusion Xia Liu, Yejun Xu, Francisco Herrera
2019	J	`jnl`	Consensus reaching in social network DeGroot Model: The roles of the Self-confidence and node degree. Inf. Sci. Zhaogang Ding, Xia Chen, Yucheng Dong, Francisco Herrera
2019	J	`jnl`	Coral species identification with texture or structure images using a two-level classifier based on Convolutional Neural Networks. Knowl. Based Syst. Anabel Gómez-Ríos, Siham Tabik, Julián Luengo, A. S. M. Shihavuddin, Francisco Herrera
2019	J	`jnl`	Dealing with difficult minority labels in imbalanced mutilabel data sets. Neurocomputing Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2019	C	`conf`	Deep Learning Hyper-parameter Tuning for Sentiment Analysis in Twitter based on Evolutionary Algorithms. FedCSIS Eugenio Martínez Cámara, Nuria Rodríguez Barroso, Antonio R. Moya, José Alberto Fernández, Elena Romero, Francisco Herrera
2019	J	`jnl`	Deep Learning in Video Multi-Object Tracking: A Survey. CoRR Gioele Ciaparrone, Francisco Luque Sánchez, Siham Tabik, Luigi Troiano, Roberto Tagliaferri, Francisco Herrera
2019	J	`jnl`	Deep recurrent neural network for geographical entities disambiguation on social media data. Knowl. Based Syst. Cristina Zuheros, Siham Tabik, Ana Valdivia, Eugenio Martínez-Cámara, Francisco Herrera
2019	J	`jnl`	Defective alternatives detection-based multi-attribute intuitionistic fuzzy large-scale decision making model. Knowl. Based Syst. Bingsheng Liu, Qi Zhou, Ru-Xi Ding, Wei Ni, Francisco Herrera
2019	J	`jnl`	Detection of Fir Trees ( Remote. Sens. Anastasiia Safonova, Siham Tabik, Domingo Alcaraz-Segura, Alexey Rubtsov, Yuriy Maglinets, Francisco Herrera
2019	J	`jnl`	E Inf. Sci. Miguel López, Ana Valdivia, Eugenio Martínez-Cámara, María Victoria Luzón, Francisco Herrera
2019	J	`jnl`	Emerging topics and challenges of learning from noisy data in nonstandard classification: a survey beyond binary class noise. Knowl. Inf. Syst. Ronaldo C. Prati, Julián Luengo, Francisco Herrera
2019	J	`jnl`	Enabling Smart Data: Noise filtering in Big Data classification. Inf. Sci. Diego García-Gil, Julián Luengo, Salvador García, Francisco Herrera
2019	J	`jnl`	Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to? IEEE Comput. Intell. Mag. Alberto Fernández, Francisco Herrera, Oscar Cordón, María José del Jesus, Francesco Marcelloni
2019	J	`jnl`	Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI. CoRR Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Javier Del Ser, Adrien Bennetot, Siham Tabik, Alberto Barbado, Salvador García, Sergio Gil-Lopez, Daniel Molina, Richard Benjamins, Raja Chatila, Francisco Herrera
2019	J	`jnl`	From Big to Smart Data: Iterative ensemble filter for noise filtering in Big Data classification. Int. J. Intell. Syst. Diego García-Gil, Francisco Luque Sánchez, Julián Luengo, Salvador García, Francisco Herrera
2019	J	`jnl`	Generic Disjunctive Belief-Rule-Base Modeling, Inferencing, and Optimization. IEEE Trans. Fuzzy Syst. Lei-Lei Chang, Zhi-Jie Zhou, Huchang Liao, Yu-Wang Chen, Xu Tan, Francisco Herrera
2019	J	`jnl`	Group decision making with double hierarchy hesitant fuzzy linguistic preference relations: Consistency based measures, index and repairing algorithms and decision model. Inf. Sci. Xunjie Gou, Huchang Liao, Zeshui Xu, Rui Min, Francisco Herrera
2019	J	`jnl`	Guest Editorial: Computational Intelligence for Big Data Analytics. Cogn. Comput. Alberto Fernández, Isaac Triguero, Mikel Galar, Francisco Herrera
2019	J	`jnl`	Hesitant Fuzzy Linguistic Analytic Hierarchical Process With Prioritization, Consistency Checking, and Inconsistency Repairing. IEEE Access Xiaomei Mi, Xingli Wu, Ming Tang, Huchang Liao, Abdullah Al-Barakati, Abdulrahman H. Altalhi, Francisco Herrera
2019	J	`jnl`	Inconsistencies on TripAdvisor reviews: A unified index between users and Sentiment Analysis Methods. Neurocomputing Ana Valdivia, Emiliya Hrabova, Iti Chaturvedi, María Victoria Luzón, Luigi Troiano, Erik Cambria, Francisco Herrera
2019	J	`jnl`	Instance reduction for one-class classification. Knowl. Inf. Syst. Bartosz Krawczyk, Isaac Triguero, Salvador García, Michal Wozniak, Francisco Herrera
2019	J	`jnl`	Large-scale group decision making model based on social network analysis: Trust relationship-based conflict detection and elimination. Eur. J. Oper. Res. Bingsheng Liu, Qi Zhou, Ru-Xi Ding, Iván Palomares, Francisco Herrera
2019	J	`jnl`	OCAPIS: R package for Ordinal Classification and Preprocessing in Scala. Prog. Artif. Intell. M. Cristina Heredia-Gómez, Salvador García, Pedro Antonio Gutiérrez, Francisco Herrera
2019	J	`jnl`	Ordinal consensus measure with objective threshold for heterogeneous large-scale group decision making. Knowl. Based Syst. Ming Tang, Xiaoyang Zhou, Huchang Liao, Jiuping Xu, Hamido Fujita, Francisco Herrera
2019	C	`conf`	Quality Data Processing for Deep Learning. COMPLEXIS Francisco Herrera
2019	J	`jnl`	REMEDIAL-HwR: Tackling multilabel imbalance through label decoupling and data resampling hybridization. Neurocomputing Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2019	J	`jnl`	Revisiting inconsistent judgments for incomplete fuzzy linguistic preference relations: Algorithms to identify and rectify ordinal inconsistencies. Knowl. Based Syst. Yejun Xu, Feng Ma, Francisco Herrera
2019	J	`jnl`	Ruta: Implementations of neural autoencoders in R. Knowl. Based Syst. David Charte, Francisco Herrera, Francisco Charte
2019	J	`jnl`	Score-HeDLiSF: A score function of hesitant fuzzy linguistic term set based on hesitant degrees and linguistic scale functions: An application to unbalanced hesitant fuzzy linguistic MULTIMOORA. Inf. Fusion Huchang Liao, Rui Qin, Chenyuan Gao, Xingli Wu, Arian Hafezalkotob, Francisco Herrera
2019	J	`jnl`	Social network analysis-based conflict relationship investigation and conflict degree-based consensus reaching process for large scale decision making using sparse representation. Inf. Fusion Ru-Xi Ding, Xueqing Wang, Kun Shang, Francisco Herrera
2019	J	`jnl`	Social network group decision making: Managing self-confidence-based consensus model with the dynamic importance degree of experts and trust-based feedback mechanism. Inf. Sci. Xia Liu, Yejun Xu, Rosana Montes, Francisco Herrera
2019	J	`jnl`	Sparse Representation-Based Intuitionistic Fuzzy Clustering Approach to Find the Group Intra-Relations and Group Leaders for Large-Scale Decision Making. IEEE Trans. Fuzzy Syst. Ru-Xi Ding, Xueqing Wang, Kun Shang, Bingsheng Liu, Francisco Herrera
2019	J	`jnl`	Special issue on hybrid artificial intelligence systems from the HAIS 2017 conference - Editorial. Neurocomputing Francisco Javier Martínez de Pisón Ascacíbar, Francisco Herrera, Ajith Abraham, Michal Wozniak, Emilio Corchado
2019	J	`jnl`	Towards highly accurate coral texture images classification using deep convolutional neural networks and data augmentation. Expert Syst. Appl. Anabel Gómez-Ríos, Siham Tabik, Julián Luengo, A. S. M. Shihavuddin, Bartosz Krawczyk, Francisco Herrera
2019	J	`jnl`	Transforming big data into smart data: An insight on the use of the k-nearest neighbors algorithm to obtain quality data. WIREs Data Mining Knowl. Discov. Isaac Triguero, Diego García-Gil, Jesús Maillo, Julián Luengo, Salvador García, Francisco Herrera
2019	J	`jnl`	Virtual learning environment to predict withdrawal by leveraging deep learning. Int. J. Intell. Syst. Saeed-Ul Hassan, Hajra Waheed, Naif R. Aljohani, Mohsen Ali, Sebastián Ventura, Francisco Herrera
2019	J	`jnl`	Visualizing and rectifying different inconsistencies for fuzzy reciprocal preference relations. Fuzzy Sets Syst. Yejun Xu, Francisco Herrera
2018	—	`conf`	A First Step to Accelerating Fingerprint Matching Based on Deformable Minutiae Clustering. CAEPIA Andres Jesus Sanchez, Luis Felipe Romero, Siham Tabik, Miguel Angel Medina-Pérez, Francisco Herrera
2018	—	`conf`	A First Study on the Use of Noise Filtering to Clean the Bags in Multi-Instance Classification. LOPAL Julián Luengo, Dánel Sánchez Tarragó, Ronaldo C. Prati, Francisco Herrera
2018	J	`jnl`	A Forecasting Methodology for Workload Forecasting in Cloud Systems. IEEE Trans. Cloud Comput. Francisco J. Baldán, Sergio Ramírez-Gallego, Christoph Bergmeir, Francisco Herrera, José Manuel Benítez
2018	J	`jnl`	A New Hesitant Fuzzy Linguistic ORESTE Method for Hybrid Multicriteria Decision Making. IEEE Trans. Fuzzy Syst. Huchang Liao, Xingli Wu, Xuedong Liang, Jiuping Xu, Francisco Herrera
2018	B	`conf`	A Preliminary Study of the Feasibility of Global Evolutionary Feature Selection for Big Datasets under Apache Spark. CEC Mikel Galar, Isaac Triguero, Humberto Bustince, Francisco Herrera
2018	J	`jnl`	A Tutorial on Distance Metric Learning: Mathematical Foundations, Algorithms and Software. CoRR Juan-Luis Suárez, Salvador García, Francisco Herrera
2018	J	`jnl`	A continuous interval-valued linguistic ORESTE method for multi-criteria group decision making. Knowl. Based Syst. Huchang Liao, Xingli Wu, Xuedong Liang, Jian-Bo Yang, Dong-Ling Xu, Francisco Herrera
2018	J	`jnl`	A distributed evolutionary multivariate discretizer for Big Data processing on Apache Spark. Swarm Evol. Comput. Sergio Ramírez-Gallego, Salvador García, José Manuel Benítez, Francisco Herrera
2018	—	`conf`	A first study exploring the performance of the state-of-the art CNN model in the problem of breast cancer. LOPAL Yassir Benhammou, Siham Tabik, Boujemâa Achchab, Francisco Herrera
2018	J	`jnl`	A multi-objective evolutionary approach to training set selection for support vector machine. Knowl. Based Syst. Giovanni Acampora, Francisco Herrera, Genoveffa Tortora, Autilia Vitiello
2018	J	`jnl`	A practical tutorial on autoencoders for nonlinear feature fusion: Taxonomy, models, software and guidelines. CoRR David Charte, Francisco Charte, Salvador García, María José del Jesus, Francisco Herrera
2018	J	`jnl`	A practical tutorial on autoencoders for nonlinear feature fusion: Taxonomy, models, software and guidelines. Inf. Fusion David Charte, Francisco Charte, Salvador García, María José del Jesus, Francisco Herrera
2018	B	`conf`	A preliminary study on Hybrid Spill-Tree Fuzzy k-Nearest Neighbors for big data classification. FUZZ-IEEE Jesús Maillo, Julián Luengo, Salvador García, Francisco Herrera, Isaac Triguero
2018	J	`jnl`	A snapshot on nonstandard supervised learning problems: taxonomy, relationships and methods. CoRR David Charte, Francisco Charte, Salvador García, Francisco Herrera
2018	J	`jnl`	A unifying analysis for the supervised descriptive rule discovery via the weighted relative accuracy. Knowl. Based Syst. Cristóbal J. Carmona, María José del Jesus, Francisco Herrera
2018	—	`ed.`	Advances in Artificial Intelligence - 18th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2018, Granada, Spain, October 23-26, 2018, Proceedings CAEPIA Francisco Herrera, Sergio Damas, Rosana Montes, Sergio Alonso, Oscar Cordón, Antonio González, Alicia Troncoso
2018	J	`jnl`	An Information Theory-Based Feature Selection Framework for Big Data Under Apache Spark. IEEE Trans. Syst. Man Cybern. Syst. Sergio Ramírez-Gallego, Héctor Mouriño-Talín, David Martínez-Rego, Verónica Bolón-Canedo, José Manuel Benítez, Amparo Alonso-Betanzos, Francisco Herrera
2018	J	`jnl`	An Insight into Bio-inspired and Evolutionary Algorithms for Global Optimization: Review, Analysis, and Lessons Learnt over a Decade of Competitions. Cogn. Comput. Daniel Molina, Antonio LaTorre, Francisco Herrera
2018	J	`jnl`	Automatic handgun detection alarm in videos using deep learning. Neurocomputing Roberto Olmos, Siham Tabik, Francisco Herrera
2018	J	`jnl`	BELIEF: A distance-based redundancy-proof feature selection method for Big Data. CoRR Sergio Ramírez-Gallego, Salvador García, Ning Xiong, Francisco Herrera
2018	J	`jnl`	Big Data: Tutorial and guidelines on information and process fusion for analytics algorithms with MapReduce. Inf. Fusion Sergio Ramírez-Gallego, Alberto Fernández, Salvador García, Min Chen, Francisco Herrera
2018	J	`jnl`	CNC-NOS: Class noise cleaning by ensemble filtering and noise scoring. Knowl. Based Syst. Julián Luengo, Seong-O Shim, Saleh Alshomrani, Abdulrahman H. Altalhi, Francisco Herrera
2018	J	`jnl`	Cognitive Computing: Architecture, Technologies and Intelligent Applications. IEEE Access Min Chen, Francisco Herrera, Kai Hwang
2018	J	`jnl`	Computing with Words: Revisiting the Qualitative Scale. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Cristina Zuheros, Cong-Cong Li, Francisco Javier Cabrerizo, Yucheng Dong, Enrique Herrera-Viedma, Francisco Herrera
2018	J	`jnl`	Consensus reaching process for large-scale group decision making with double hierarchy hesitant fuzzy linguistic preference relations. Knowl. Based Syst. Xunjie Gou, Zeshui Xu, Francisco Herrera
2018	J	`jnl`	Consensus vote models for detecting and filtering neutrality in sentiment analysis. Inf. Fusion Ana Valdivia, María Victoria Luzón, Erik Cambria, Francisco Herrera
2018	J	`jnl`	Consistency of hesitant fuzzy linguistic preference relations: An interval consistency index. Inf. Sci. Cong-Cong Li, Rosa M. Rodríguez, Luis Martínez, Yucheng Dong, Francisco Herrera
2018	A	`conf`	Cooperative multi-objective evolutionary support vector machines for multiclass problems. GECCO Alejandro Rosales-Pérez, Andrés Eduardo Gutiérrez-Rodríguez, Salvador García, Hugo Terashima-Marín, Carlos A. Coello Coello, Francisco Herrera
2018	—	`conf`	DNBMA: A Double Normalization-Based Multi-Aggregation Method. IPMU (3) Huchang Liao, Xingli Wu, Francisco Herrera
2018	J	`jnl`	DPASF: A Flink Library for Streaming Data preprocessing. CoRR Alejandro Alcalde-Barros, Diego García-Gil, Salvador García, Francisco Herrera
2018	J	`jnl`	DRCW-ASEG: One-versus-One distance-based relative competence weighting with adaptive synthetic example generation for multi-class imbalanced datasets. Neurocomputing Zhong-Liang Zhang, Xinggang Luo, Sergio González, Salvador García, Francisco Herrera
2018	J	`jnl`	Dealing with Difficult Minority Labels in Imbalanced Mutilabel Data Sets. CoRR Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2018	J	`jnl`	Distinguishing between facts and opinions for sentiment analysis: Survey and challenges. Inf. Fusion Iti Chaturvedi, Erik Cambria, Roy E. Welsch, Francisco Herrera
2018	J	`jnl`	Dynamic affinity-based classification of multi-class imbalanced data with one-versus-one decomposition: a fuzzy rough set approach. Knowl. Inf. Syst. Sarah Vluymans, Alberto Fernández, Yvan Saeys, Chris Cornelis, Francisco Herrera
2018	J	`jnl`	Dynamic ensemble selection for multi-class classification with one-class classifiers. Pattern Recognit. Bartosz Krawczyk, Mikel Galar, Michal Wozniak, Humberto Bustince, Francisco Herrera
2018	J	`jnl`	Dynamic ensemble selection for multi-class imbalanced datasets. Inf. Sci. Salvador García, Zhong-Liang Zhang, Abdulrahman H. Altalhi, Saleh Alshomrani, Francisco Herrera
2018	J	`jnl`	Editorial Message: Special Issue on Hesitant Fuzzy Linguistic Decision Making: Algorithms, Theory and Applications. Int. J. Fuzzy Syst. Huchang Liao, Zeshui Xu, Francisco Herrera, José M. Merigó
2018	J	`jnl`	Exploring Consistency for Hesitant Preference Relations in Decision Making: Discussing Concepts, Meaning and Taxonomy. J. Multiple Valued Log. Soft Comput. Rosa M. Rodríguez, Yejun Xu, Luis Martínez-López, Francisco Herrera
2018	—	`conf`	Framework for the Training of Deep Neural Networks in TensorFlow Using Metaheuristics. IDEAL (1) Julián Fernando Muñoz-Ordóñez, Carlos Cobos, Martha Mendoza, Enrique Herrera-Viedma, Francisco Herrera, Siham Tabik
2018	J	`jnl`	Hesitant Fuzzy Linguistic Term Set and Its Application in Decision Making: A State-of-the-Art Survey. Int. J. Fuzzy Syst. Huchang Liao, Zeshui Xu, Enrique Herrera-Viedma, Francisco Herrera
2018	J	`jnl`	Imbalance: Oversampling algorithms for imbalanced classification in R. Knowl. Based Syst. Ignacio Cordón, Salvador García, Alberto Fernández, Francisco Herrera
2018	J	`jnl`	Intuitionistic Fuzzy Analytic Network Process. IEEE Trans. Fuzzy Syst. Huchang Liao, Xiaomei Mi, Zeshui Xu, Jiuping Xu, Francisco Herrera
2018	—	`book`	Learning from Imbalanced Data Sets Alberto Fernández, Salvador García, Mikel Galar, Ronaldo C. Prati, Bartosz Krawczyk, Francisco Herrera
2018	J	`jnl`	MC2ESVM: Multiclass Classification Based on Cooperative Evolution of Support Vector Machines. IEEE Comput. Intell. Mag. Alejandro Rosales-Pérez, Salvador García, Hugo Terashima-Marín, Carlos A. Coello Coello, Francisco Herrera
2018	J	`jnl`	MRQAR: A generic MapReduce framework to discover quantitative association rules in big data problems. Knowl. Based Syst. Diana Martín, María Martínez-Ballesteros, Diego García-Gil, Jesús Alcalá-Fdez, Francisco Herrera, José Cristóbal Riquelme Santos
2018	J	`jnl`	Mining association rules on Big Data through MapReduce genetic programming. Integr. Comput. Aided Eng. Francisco Padillo, José María Luna, Francisco Herrera, Sebastián Ventura
2018	J	`jnl`	Multi-label classification using a fuzzy rough neighborhood consensus. Inf. Sci. Sarah Vluymans, Chris Cornelis, Francisco Herrera, Yvan Saeys
2018	J	`jnl`	Multiple criteria decision making based on distance and similarity measures under double hierarchy hesitant fuzzy linguistic environment. Comput. Ind. Eng. Xunjie Gou, Zeshui Xu, Huchang Liao, Francisco Herrera
2018	J	`jnl`	OCAPIS: R package for Ordinal Classification And Preprocessing In Scala. CoRR M. Cristina Heredia-Gómez, Salvador García, Pedro Antonio Gutiérrez, Francisco Herrera
2018	J	`jnl`	On a new methodology for ranking fuzzy numbers and its application to real economic data. Fuzzy Sets Syst. Antonio-Francisco Roldán-López-de-Hierro, Concepción Roldán, Francisco Herrera
2018	Misc	`conf`	On the Use of Random Discretization and Dimensionality Reduction in Ensembles for Big Data. HAIS Diego García-Gil, Sergio Ramírez-Gallego, Salvador García, Francisco Herrera
2018	J	`jnl`	On the use of convolutional neural networks for robust classification of multiple fingerprint captures. Int. J. Intell. Syst. Daniel Peralta, Isaac Triguero, Salvador García, Yvan Saeys, José Manuel Benítez, Francisco Herrera
2018	J	`jnl`	Online entropy-based discretization for data streaming classification. Future Gener. Comput. Syst. Sergio Ramírez-Gallego, Salvador García, Francisco Herrera
2018	J	`jnl`	Personalized individual semantics based on consistency in hesitant linguistic group decision making with comparative linguistic expressions. Knowl. Based Syst. Cong-Cong Li, Rosa M. Rodríguez, Luis Martínez, Yucheng Dong, Francisco Herrera
2018	J	`jnl`	Principal Components Analysis Random Discretization Ensemble for Big Data. Knowl. Based Syst. Diego García-Gil, Sergio Ramírez-Gallego, Salvador García, Francisco Herrera
2018	J	`jnl`	Probabilistic Linguistic MULTIMOORA: A Multicriteria Decision Making Method Based on the Probabilistic Linguistic Expectation Function and the Improved Borda Rule. IEEE Trans. Fuzzy Syst. Xingli Wu, Huchang Liao, Zeshui Xu, Arian Hafezalkotob, Francisco Herrera
2018	—	`conf`	SCI TASS@SEPLN Nuria Rodríguez Barroso, Eugenio Martínez-Cámara, Francisco Herrera
2018	B	`conf`	SHADE with Iterative Local Search for Large-Scale Global Optimization. CEC Daniel Molina, Antonio LaTorre, Francisco Herrera
2018	J	`jnl`	SMOTE for Learning from Imbalanced Data: Progress and Challenges, Marking the 15-year Anniversary. J. Artif. Intell. Res. Alberto Fernández, Salvador García, Francisco Herrera, Nitesh V. Chawla
2018	J	`jnl`	SMOTE-BD: An Exact and Scalable Oversampling Method for Imbalanced Classification in Big Data. J. Comput. Sci. Technol. María José Basgall, Waldo Hasperué, Marcelo R. Naiouf, Alberto Fernández, Francisco Herrera
2018	J	`jnl`	Surveying alignment-free features for Ortholog detection in related yeast proteomes by using supervised big data classifiers. BMC Bioinform. Deborah Galpert, Alberto Fernández, Francisco Herrera, Agostinho Antunes, Reinaldo Molina Ruiz, Guillermín Agüero-Chapín
2018	J	`jnl`	Tackling Multilabel Imbalance through Label Decoupling and Data Resampling Hybridization. CoRR Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2018	J	`jnl`	Teranga Go!: Carpooling Collaborative Consumption Community with multi-criteria hesitant fuzzy linguistic term set opinions to build confidence and trust. Appl. Soft Comput. Rosana Montes, Ana M. Sánchez, Pedro Villar, Francisco Herrera
2018	—	`conf`	The Use of Fuzzy Linguistic Information and Fuzzy Delphi Method to Validate by Consensus a Questionnaire in a Blended-Learning Environment. IPMU (3) Jeovani Morales, Rosana Montes, Noe Zermeño, Jeronimo Duran, Francisco Herrera
2018	J	`jnl`	Tips, guidelines and tools for managing multi-label datasets: The mldr.datasets R package and the Cometa data repository. Neurocomputing Francisco Charte, Antonio J. Rivera, David Charte, María José del Jesus, Francisco Herrera
2018	J	`jnl`	Tips, guidelines and tools for managing multi-label datasets: the mldr.datasets R package and the Cometa data repository. CoRR Francisco Charte, Antonio J. Rivera, David Charte, María José del Jesus, Francisco Herrera
2018	J	`jnl`	Towards Highly Accurate Coral Texture Images Classification Using Deep Convolutional Neural Networks and Data Augmentation. CoRR Anabel Gómez-Ríos, Siham Tabik, Julián Luengo, A. S. M. Shihavuddin, Bartosz Krawczyk, Francisco Herrera
2018	J	`jnl`	Underground Mining Method Selection With the Hesitant Fuzzy Linguistic Gained and Lost Dominance Score Method. IEEE Access Ziguo Fu, Xingli Wu, Huchang Liao, Francisco Herrera
2017	J	`jnl`	A Pareto-based Ensemble with Feature and Instance Selection for Learning from Multi-Class Imbalanced Datasets. Int. J. Neural Syst. Alberto Fernández, Cristóbal J. Carmona, María José del Jesus, Francisco Herrera
2017	Misc	`conf`	A Review of Distributed Data Models for Learning. HAIS Miguel Ángel Rodríguez, Alberto Fernández, Antonio Peregrín, Francisco Herrera
2017	Misc	`conf`	A Study on the Noise Label Influence in Boosting Algorithms: AdaBoost, GBM and XGBoost. HAIS Anabel Gómez-Ríos, Julián Luengo, Francisco Herrera
2017	B	`conf`	A consistency-driven approach to set personalized numerical scales for hesitant fuzzy linguistic preference relations. FUZZ-IEEE Cong-Cong Li, Rosa M. Rodríguez, Francisco Herrera, Luis Martínez, Yucheng Dong
2017	B	`conf`	A decision making model to evaluate the reputation in social networks using HFLTS. FUZZ-IEEE Rosana Montes, Ana M. Sánchez, Pedro Villar, Francisco Herrera
2017	B	`conf`	A first approach towards a fuzzy decision tree for multilabel classification. FUZZ-IEEE Ronaldo C. Prati, Francisco Charte, Francisco Herrera
2017	B	`conf`	A first attempt on global evolutionary undersampling for imbalanced big data. CEC Isaac Triguero, Mikel Galar, Humberto Bustince, Francisco Herrera
2017	J	`jnl`	A linear programming method for multiple criteria decision making with probabilistic linguistic information. Inf. Sci. Huchang Liao, Lisheng Jiang, Zeshui Xu, Jiuping Xu, Francisco Herrera
2017	J	`jnl`	A snapshot of image pre-processing for convolutional neural networks: case study of MNIST. Int. J. Comput. Intell. Syst. Siham Tabik, Daniel Peralta, Andrés Herrera-Poyatos, Francisco Herrera
2017	J	`jnl`	A survey on data preprocessing for data stream mining: Current status and future directions. Neurocomputing Sergio Ramírez-Gallego, Bartosz Krawczyk, Salvador García, Michal Wozniak, Francisco Herrera
2017	J	`jnl`	An Evolutionary Multiobjective Model and Instance Selection for Support Vector Machines With Pareto-Based Ensembles. IEEE Trans. Evol. Comput. Alejandro Rosales-Pérez, Salvador García, Jesus A. Gonzalez, Carlos A. Coello Coello, Francisco Herrera
2017	B	`conf`	Analysis among winners of different IEEE CEC competitions on real-parameters optimization: Is there always improvement? CEC Daniel Molina, Francisco Moreno-Garcia, Francisco Herrera
2017	J	`jnl`	Automatic Handgun Detection Alarm in Videos Using Deep Learning. CoRR Roberto Olmos, Siham Tabik, Francisco Herrera
2017	C	`conf`	Big Data, Smart Data and Imbalanced Classification - Preprocessing, Models and Challenges. CLOSER Francisco Herrera
2017	B	`conf`	Chi-Spark-RS: An Spark-built evolutionary fuzzy rule selection algorithm in imbalanced classification for big data problems. FUZZ-IEEE Alberto Fernández, Eva Almansa, Francisco Herrera
2017	J	`jnl`	Class Switching according to Nearest Enemy Distance for learning from highly imbalanced data-sets. Pattern Recognit. Sergio González, Salvador García, Marcelino Lázaro, Aníbal R. Figueiras-Vidal, Francisco Herrera
2017	J	`jnl`	Conference Report on 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2017) [Conference Reports]. IEEE Comput. Intell. Mag. Giovanni Acampora, Bruno Siciliano, Hani Hagras, Francisco Herrera
2017	J	`jnl`	Cost-Sensitive back-propagation neural networks with binarization techniques in addressing multi-class problems and non-competent classifiers. Appl. Soft Comput. Zhong-Liang Zhang, Xinggang Luo, Salvador García, Francisco Herrera
2017	J	`jnl`	Deep-Learning Convolutional Neural Networks for scattered shrub detection with Google Earth Imagery. CoRR Emilio Guirado, Siham Tabik, Domingo Alcaraz-Segura, Javier Cabello, Francisco Herrera
2017	J	`jnl`	Deep-learning Remote. Sens. Emilio Guirado, Siham Tabik, Domingo Alcaraz-Segura, Javier Cabello, Francisco Herrera
2017	J	`jnl`	Distributed incremental fingerprint identification with reduced database penetration rate using a hierarchical classification based on feature fusion and selection. Knowl. Based Syst. Daniel Peralta, Isaac Triguero, Salvador García, Yvan Saeys, José Manuel Benítez, Francisco Herrera
2017	J	`jnl`	Double hierarchy hesitant fuzzy linguistic term set and MULTIMOORA method: A case of study to evaluate the implementation status of haze controlling measures. Inf. Fusion Xunjie Gou, Huchang Liao, Zeshui Xu, Francisco Herrera
2017	J	`jnl`	Enabling Smart Data: Noise filtering in Big Data classification. CoRR Diego García-Gil, Julián Luengo, Salvador García, Francisco Herrera
2017	B	`conf`	Exact fuzzy k-nearest neighbor classification for big datasets. FUZZ-IEEE Jesús Maillo, Julián Luengo, Salvador García, Francisco Herrera, Isaac Triguero
2017	J	`jnl`	Exploring the effectiveness of dynamic ensemble selection in the one-versus-one scheme. Knowl. Based Syst. Zhong-Liang Zhang, Xinggang Luo, Salvador García, Jiafu Tang, Francisco Herrera
2017	J	`jnl`	Fast-mRMR: Fast Minimum Redundancy Maximum Relevance Algorithm for High-Dimensional Big Data. Int. J. Intell. Syst. Sergio Ramírez-Gallego, Iago Lastra, David Martínez-Rego, Verónica Bolón-Canedo, José Manuel Benítez, Francisco Herrera, Amparo Alonso-Betanzos
2017	J	`jnl`	Fingerprint classification with a new deep neural network model: robustness for different captures of the same fingerprints. CoRR Daniel Peralta, Isaac Triguero, Salvador García, Yvan Saeys, José Manuel Benítez, Francisco Herrera
2017	J	`jnl`	Fuzzy rule based classification systems for big data with MapReduce: granularity analysis. Adv. Data Anal. Classif. Alberto Fernández, Sara del Río, Abdullah Bawakid, Francisco Herrera
2017	J	`jnl`	Genetic and Memetic Algorithm with Diversity Equilibrium based on Greedy Diversification. CoRR Andrés Herrera-Poyatos, Francisco Herrera
2017	J	`jnl`	Guest Editorial Special Section on Fuzzy Systems in Data Science. IEEE Trans. Fuzzy Syst. Jie Lu, Francisco Herrera, Guangquan Zhang
2017	J	`jnl`	Guest Editorial: Recent Trends in Intelligent Systems. Int. J. Intell. Syst. José A. Gámez, Francisco Herrera, José M. Puerta
2017	J	`jnl`	KEEL 3.0: An Open Source Software for Multi-Stage Analysis in Data Mining. Int. J. Comput. Intell. Syst. Isaac Triguero, Sergio González, Jose M. Moyano, Salvador García, Jesús Alcalá-Fdez, Julián Luengo, Alberto Fernández, María José del Jesus, Luciano Sánchez, Francisco Herrera
2017	J	`jnl`	Managing consensus based on leadership in opinion dynamics. Inf. Sci. Yucheng Dong, Zhaogang Ding, Luis Martínez-López, Francisco Herrera
2017	—	`conf`	MapReduce distributed highly random fuzzy forest for noisy big data. ICNC-FSKD Faruk Mustafic, Francisco Herrera, Ning Xiong, Sergio Ramírez-Gallego
2017	J	`jnl`	Minutiae-based fingerprint matching decomposition: Methodology for big data frameworks. Inf. Sci. Daniel Peralta, Salvador García, José Manuel Benítez, Francisco Herrera
2017	J	`jnl`	NMC: nearest matrix classification - A new combination model for pruning One-vs-One ensembles by transforming the aggregation problem. Inf. Fusion Mikel Galar, Alberto Fernández, Edurne Barrenechea, Humberto Bustince, Francisco Herrera
2017	J	`jnl`	Nearest Neighbor Classification for High-Speed Big Data Streams Using Spark. IEEE Trans. Syst. Man Cybern. Syst. Sergio Ramírez-Gallego, Bartosz Krawczyk, Salvador García, Michal Wozniak, José Manuel Benítez, Francisco Herrera
2017	B	`conf`	Neutrality in the sentiment analysis problem based on fuzzy majority. FUZZ-IEEE Ana Valdivia, María Victoria Luzón, Francisco Herrera
2017	J	`jnl`	Personalized individual semantics in computing with words for supporting linguistic group decision making. An application on consensus reaching. Inf. Fusion Cong-Cong Li, Yucheng Dong, Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez-López
2017	J	`jnl`	SMOTE-GPU: Big Data preprocessing on commodity hardware for imbalanced classification. Prog. Artif. Intell. Pablo David Gutiérrez, Miguel Lastra, José Manuel Benítez, Francisco Herrera
2017	J	`jnl`	Sentiment Analysis in TripAdvisor. IEEE Intell. Syst. Ana Valdivia, María Victoria Luzón, Francisco Herrera
2017	Misc	`conf`	Sentiment Analysis on TripAdvisor: Are There Inconsistencies in User Reviews? HAIS Ana Valdivia, María Victoria Luzón, Francisco Herrera
2017	J	`jnl`	Since CEC 2005 competition on real-parameter optimisation: a decade of research, progress and comparative analysis's weakness. Soft Comput. Carlos García-Martínez, Pablo David Gutiérrez, Daniel Molina, Manuel Lozano, Francisco Herrera
2017	J	`jnl`	The Importance of Context: Assessing the Benefits and Limitations of Participatory Mapping for Empowering Indigenous Communities in the Comarca Ngäbe-Buglé, Panama. Cartogr. Int. J. Geogr. Inf. Geovisualization Derek A. Smith, Alicia Ibáñez, Francisco Herrera
2017	J	`jnl`	The NoiseFiltersR Package: Label Noise Preprocessing in R. R J. Pablo Morales-Álvarez, Julián Luengo, Luís Paulo F. Garcia, Ana Carolina Lorena, André C. P. L. F. de Carvalho, Francisco Herrera
2017	J	`jnl`	Volume, variety and velocity in Data Science. Knowl. Based Syst. Amparo Alonso-Betanzos, José A. Gámez, Francisco Herrera, José M. Puerta, José C. Riquelme
2017	J	`jnl`	Why Linguistic Fuzzy Rule Based Classification Systems perform well in Big Data Applications? Int. J. Comput. Intell. Syst. Alberto Fernández, Abdulrahman H. Altalhi, Saleh Alshomrani, Francisco Herrera
2017	J	`jnl`	kNN-IS: An Iterative Spark-based design of the k-Nearest Neighbors classifier for big data. Knowl. Based Syst. Jesús Maillo, Sergio Ramírez-Gallego, Isaac Triguero, Francisco Herrera
2017	Misc	`conf`	rNPBST: An R Package Covering Non-parametric and Bayesian Statistical Tests. HAIS Jacinto Carrasco, Salvador García, María del Mar Rueda, Francisco Herrera
2016	B	`conf`	A First Approach in Evolutionary Fuzzy Systems based on the lateral tuning of the linguistic labels for Big Data classification. FUZZ-IEEE Alberto Fernández, Sara del Río, Francisco Herrera
2016	Misc	`conf`	A First Study on the Use of Boosting for Class Noise Reparation. HAIS Pablo Morales-Alvarez, Julián Luengo, Francisco Herrera
2016	J	`jnl`	A Historical Account of Types of Fuzzy Sets and Their Relationships. IEEE Trans. Fuzzy Syst. Humberto Bustince, Edurne Barrenechea, Miguel Pagola, Javier Fernández, Zeshui Xu, Benjamín R. C. Bedregal, Javier Montero, Hani Hagras, Francisco Herrera, Bernard De Baets
2016	—	`ch.`	A Review of Hesitant Fuzzy Sets: Quantitative and Qualitative Extensions. Fuzzy Logic in Its 50th Year Rosa M. Rodríguez, Luis Martínez-López, Francisco Herrera, Vicenç Torra
2016	J	`jnl`	A View on Fuzzy Systems for Big Data: Progress and Opportunities. Int. J. Comput. Intell. Syst. Alberto Fernández, Cristóbal J. Carmona, María José del Jesus, Francisco Herrera
2016	B	`conf`	A coral reefs optimization algorithm with substrate layers and local search for large scale global optimization. CEC Sancho Salcedo-Sanz, Carlos Camacho-Gómez, Daniel Molina, Francisco Herrera
2016	J	`jnl`	A distance-based framework to deal with ordinal and additive inconsistencies for fuzzy reciprocal preference relations. Inf. Sci. Yejun Xu, Francisco Herrera, Huimin Wang
2016	J	`jnl`	A position and perspective analysis of hesitant fuzzy sets on information fusion in decision making. Towards high quality progress. Inf. Fusion Rosa M. Rodríguez, Benjamín R. C. Bedregal, Humberto Bustince, Yucheng Dong, Bahram Farhadinia, Cengiz Kahraman, Luis Martínez-López, Vicenç Torra, Y. J. Xu, Zeshui Xu, Francisco Herrera
2016	J	`jnl`	An Information Theoretic Feature Selection Framework for Big Data under Apache Spark. CoRR Sergio Ramírez-Gallego, Héctor Mouriño-Talín, David Martínez-Rego, Verónica Bolón-Canedo, José Manuel Benítez, Amparo Alonso-Betanzos, Francisco Herrera
2016	B	`conf`	An optimization-based approach to estimate the range of consistency in hesitant fuzzy linguistic preference relations. FUZZ-IEEE Cong-Cong Li, Yucheng Dong, Francisco Herrera, Luis Martínez
2016	J	`jnl`	Comments on "Interval Type-2 Fuzzy Sets are Generalization of Interval-Valued Fuzzy Sets: Towards a Wide View on Their Relationship". IEEE Trans. Fuzzy Syst. Jerry M. Mendel, Hani Hagras, Humberto Bustince, Francisco Herrera
2016	J	`jnl`	Connecting the linguistic hierarchy and the numerical scale for the 2-tuple linguistic model and its use to deal with hesitant unbalanced linguistic information. Inf. Sci. Yucheng Dong, Cong-Cong Li, Francisco Herrera
2016	J	`jnl`	DPD-DFF: A dual phase distributed scheme with double fingerprint fusion for fast and accurate identification in large databases. Inf. Fusion Daniel Peralta, Isaac Triguero, Salvador García, Francisco Herrera, José Manuel Benítez
2016	J	`jnl`	Data discretization: taxonomy and big data challenge. WIREs Data Mining Knowl. Discov. Sergio Ramírez-Gallego, Salvador García, Héctor Mouriño-Talín, David Martínez-Rego, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, José Manuel Benítez, Francisco Herrera
2016	J	`jnl`	Deriving the priority weights from incomplete hesitant fuzzy preference relations in group decision making. Knowl. Based Syst. Yejun Xu, Lei Chen, Rosa M. Rodríguez, Francisco Herrera, Huimin Wang
2016	C	`conf`	Designing optimal harmonic filters in power systems using greedy adaptive Differential Evolution. ETFA Miguel León Ortiz, Yigen Zenlander, Ning Xiong, Francisco Herrera
2016	J	`jnl`	Editorial: Trust Management for Multimedia Big Data. ACM Trans. Multim. Comput. Commun. Appl. Zheng Yan, Jun Liu, Robert H. Deng, Francisco Herrera
2016	J	`jnl`	Empowering one-vs-one decomposition with ensemble learning for multi-class imbalanced data. Knowl. Based Syst. Zhongliang Zhang, Bartosz Krawczyk, Salvador García, Alejandro Rosales-Pérez, Francisco Herrera
2016	J	`jnl`	Enhancing evolutionary fuzzy systems for multi-class problems: Distance-based relative competence weighting with truncated confidences (DRCW-TC). Int. J. Approx. Reason. Alberto Fernández, Mikel Elkano, Mikel Galar, José Antonio Sanz, Saleh Alshomrani, Humberto Bustince, Francisco Herrera
2016	J	`jnl`	Evaluating the classifier behavior with noisy data considering performance and robustness: The Equalized Loss of Accuracy measure. Neurocomputing José A. Sáez, Julián Luengo, Francisco Herrera
2016	—	`conf`	Evolutionary Fuzzy Systems: A Case Study in Imbalanced Classification. Fuzzy Logic and Information Fusion Alberto Fernández, Francisco Herrera
2016	J	`jnl`	Evolutionary fuzzy k-nearest neighbors algorithm using interval-valued fuzzy sets. Inf. Sci. Joaquín Derrac, Francisco Chiclana, Salvador García, Francisco Herrera
2016	J	`jnl`	Evolutionary undersampling boosting for imbalanced classification of breast cancer malignancy. Appl. Soft Comput. Bartosz Krawczyk, Mikel Galar, Lukasz Jelen, Francisco Herrera
2016	B	`conf`	Evolutionary undersampling for extremely imbalanced big data classification under apache spark. CEC Isaac Triguero, Mikel Galar, D. Merino, Jesús Maillo, Humberto Bustince, Francisco Herrera
2016	J	`jnl`	Evolutionary wrapper approaches for training set selection as preprocessing mechanism for support vector machines: Experimental evaluation and support vector analysis. Appl. Soft Comput. Nele Verbiest, Joaquín Derrac, Chris Cornelis, Salvador García, Francisco Herrera
2016	—	`conf`	From Big Data to Smart Data with the K-Nearest Neighbours Algorithm. iThings/GreenCom/CPSCom/SmartData Isaac Triguero, Jesús Maillo, Julián Luengo, Salvador García, Francisco Herrera
2016	J	`jnl`	Fuzzy Multi-Instance Classifiers. IEEE Trans. Fuzzy Syst. Sarah Vluymans, Dánel Sánchez Tarragó, Yvan Saeys, Chris Cornelis, Francisco Herrera
2016	J	`jnl`	Fuzzy rough classifiers for class imbalanced multi-instance data. Pattern Recognit. Sarah Vluymans, Dánel Sánchez Tarragó, Yvan Saeys, Chris Cornelis, Francisco Herrera
2016	B	`conf`	Fuzzy-Citation-KNN: A fuzzy nearest neighbor approach for multi-instance classification. FUZZ-IEEE Pedro Villar, Rosana Montes, Ana Maria Sánchez, Francisco Herrera
2016	J	`jnl`	Fuzzy-rough imbalanced learning for the diagnosis of High Voltage Circuit Breaker maintenance: The SMOTE-FRST-2T algorithm. Eng. Appl. Artif. Intell. Enislay Ramentol, I. Gondres, S. Lajes, Rafael Bello, Yaile Caballero, Chris Cornelis, Francisco Herrera
2016	J	`jnl`	GPU-SME-kNN: Scalable and memory efficient kNN and lazy learning using GPUs. Inf. Sci. Pablo David Gutiérrez, Miguel Lastra, Jaume Bacardit, José Manuel Benítez, Francisco Herrera
2016	J	`jnl`	INFFC: An iterative class noise filter based on the fusion of classifiers with noise sensitivity control. Inf. Fusion José A. Sáez, Mikel Galar, Julián Luengo, Francisco Herrera
2016	Misc	`conf`	Managing Monotonicity in Classification by a Pruned AdaBoost. HAIS Sergio González, Francisco Herrera, Salvador García
2016	—	`book`	Multilabel Classification - Problem Analysis, Metrics and Techniques Francisco Herrera, Francisco Charte, Antonio J. Rivera, María José del Jesus
2016	—	`book`	Multiple Instance Learning - Foundations and Algorithms Francisco Herrera, Sebastián Ventura, Rafael Bello, Chris Cornelis, Amelia Zafra, Dánel Sánchez Tarragó, Sarah Vluymans
2016	J	`jnl`	Multivariate Discretization Based on Evolutionary Cut Points Selection for Classification. IEEE Trans. Cybern. Sergio Ramírez-Gallego, Salvador García, José Manuel Benítez, Francisco Herrera
2016	J	`jnl`	NICGAR: A Niching Genetic Algorithm to mine a diverse set of interesting quantitative association rules. Inf. Sci. Diana Martín, Jesús Alcalá-Fdez, Alejandro Rosete, Francisco Herrera
2016	Misc	`conf`	On the Impact of Dataset Complexity and Sampling Strategy in Multilabel Classifiers Performance. HAIS Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2016	J	`jnl`	Ordering-based pruning for improving the performance of ensembles of classifiers in the framework of imbalanced datasets. Inf. Sci. Mikel Galar, Alberto Fernández, Edurne Barrenechea, Humberto Bustince, Francisco Herrera
2016	Misc	`conf`	R Ultimate Multilabel Dataset Repository. HAIS Francisco Charte, David Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2016	J	`jnl`	Region-based memetic algorithm with archive for multimodal optimisation. Inf. Sci. Benjamin Lacroix, Daniel Molina, Francisco Herrera
2016	J	`jnl`	Tutorial on practical tips of the most influential data preprocessing algorithms in data mining. Knowl. Based Syst. Salvador García, Julián Luengo, Francisco Herrera
2015	J	`jnl`	A Compact Evolutionary Interval-Valued Fuzzy Rule-Based Classification System for the Modeling and Prediction of Real-World Financial Applications With Imbalanced Data. IEEE Trans. Fuzzy Syst. José Antonio Sanz, Dario Bernardo, Francisco Herrera, Humberto Bustince, Hani Hagras
2015	J	`jnl`	A MapReduce Approach to Address Big Data Classification Problems Based on the Fusion of Linguistic Fuzzy Rules. Int. J. Comput. Intell. Syst. Sara del Río, Victoria López, José Manuel Benítez, Francisco Herrera
2015	—	`conf`	A MapReduce-Based k-Nearest Neighbor Approach for Big Data Classification. TrustCom/BigDataSE/ISPA (2) Jesús Maillo, Isaac Triguero, Francisco Herrera
2015	J	`jnl`	A Walk into Metaheuristics for Engineering Optimization: Principles, Methods and Recent Trends. Int. J. Comput. Intell. Syst. Ning Xiong, Daniel Molina, Miguel León Ortiz, Francisco Herrera
2015	—	`conf`	A Wrapper Evolutionary Approach for Supervised Multivariate Discretization: A Case Study on Decision Trees. CORES Sergio Ramírez-Gallego, Salvador García, José Manuel Benítez, Francisco Herrera
2015	B	`conf`	A linguistic 2-tuple multicriteria decision making model dealing with hesitant linguistic information. FUZZ-IEEE Rosa M. Rodríguez, Luis Martínez-López, Francisco Herrera
2015	J	`jnl`	A proposal for evolutionary fuzzy systems using feature weighting: Dealing with overlapping in imbalanced datasets. Knowl. Based Syst. Saleh Alshomrani, Abdullah Bawakid, Seong-O Shim, Alberto Fernández, Francisco Herrera
2015	J	`jnl`	A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models. Knowl. Based Syst. Mikel Galar, Joaquín Derrac, Daniel Peralta, Isaac Triguero, Daniel Paternain, Carlos Lopez-Molina, Salvador García, José Manuel Benítez, Miguel Pagola, Edurne Barrenechea Tartas, Humberto Bustince Sola, Francisco Herrera
2015	J	`jnl`	A survey of fingerprint classification Part II: Experimental analysis and ensemble proposal. Knowl. Based Syst. Mikel Galar, Joaquín Derrac, Daniel Peralta, Isaac Triguero, Daniel Paternain, Carlos Lopez-Molina, Salvador García, José Manuel Benítez, Miguel Pagola, Edurne Barrenechea Tartas, Humberto Bustince Sola, Francisco Herrera
2015	J	`jnl`	A survey on fingerprint minutiae-based local matching for verification and identification: Taxonomy and experimental evaluation. Inf. Sci. Daniel Peralta, Mikel Galar, Isaac Triguero, Daniel Paternain, Salvador García, Edurne Barrenechea, José Manuel Benítez, Humberto Bustince, Francisco Herrera
2015	—	`conf`	A tour on big data classification: Selected Computational Intelligence approaches. IFSA-EUSFLAT Francisco Herrera
2015	J	`jnl`	A web tool to support decision making in the housing market using hesitant fuzzy linguistic term sets. Appl. Soft Comput. Rosana Montes, Ana M. Sánchez, Pedro Villar, Francisco Herrera
2015	C	`conf`	Addressing Overlapping in Classification with Imbalanced Datasets: A First Multi-objective Approach for Feature and Instance Selection. IDEAL Alberto Fernández, María José del Jesus, Francisco Herrera
2015	J	`jnl`	Addressing imbalance in multilabel classification: Measures and random resampling algorithms. Neurocomputing Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2015	—	`conf`	An Interval Valued K-Nearest Neighbors Classifier. IFSA-EUSFLAT Joaquín Derrac, Francisco Chiclana, Salvador García, Francisco Herrera
2015	J	`jnl`	An automatic extraction method of the domains of competence for learning classifiers using data complexity measures. Knowl. Inf. Syst. Julián Luengo, Francisco Herrera
2015	J	`jnl`	An optimization-based approach to adjusting unbalanced linguistic preference relations to obtain a required consistency level. Inf. Sci. Yucheng Dong, Cong-Cong Li, Francisco Herrera
2015	—	`conf`	Analysis of Data Preprocessing Increasing the Oversampling Ratio for Extremely Imbalanced Big Data Classification. TrustCom/BigDataSE/ISPA (2) Sara del Río, José Manuel Benítez, Francisco Herrera
2015	C	`conf`	Classification of Binary Imbalanced Data Using A Bayesian Ensemble of Bayesian Neural Networks. EANN Marcelino Lázaro, Francisco Herrera, Aníbal R. Figueiras-Vidal
2015	—	`conf`	Computing with Words for Decision Making Versus Linguistic Decision Making: A Reflection on both Scenarios. A Passion for Fuzzy Sets Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez
2015	J	`jnl`	Cost-sensitive linguistic fuzzy rule based classification systems under the MapReduce framework for imbalanced big data. Fuzzy Sets Syst. Victoria López, Sara del Río, José Manuel Benítez, Francisco Herrera
2015	J	`jnl`	DRCW-OVO: Distance-based relative competence weighting combination for One-vs-One strategy in multi-class problems. Pattern Recognit. Mikel Galar, Alberto Fernández, Edurne Barrenechea, Francisco Herrera
2015	—	`book`	Data Preprocessing in Data Mining Salvador García, Julián Luengo, Francisco Herrera
2015	J	`jnl`	Enhancing Multiclass Classification in FARC-HD Fuzzy Classifier: On the Synergy Between $n$-Dimensional Overlap Functions and Decomposition Strategies. IEEE Trans. Fuzzy Syst. Mikel Elkano, Mikel Galar, José Antonio Sanz, Alberto Fernández, Edurne Barrenechea Tartas, Francisco Herrera, Humberto Bustince
2015	B	`conf`	Evolutionary undersampling for imbalanced big data classification. CEC Isaac Triguero, Mikel Galar, Sarah Vluymans, Chris Cornelis, Humberto Bustince, Francisco Herrera, Yvan Saeys
2015	J	`jnl`	Fast fingerprint identification using GPUs. Inf. Sci. Miguel Lastra, Jesús Carabaño, Pablo David Gutiérrez, José Manuel Benítez, Francisco Herrera
2015	J	`jnl`	IFROWANN: Imbalanced Fuzzy-Rough Ordered Weighted Average Nearest Neighbor Classification. IEEE Trans. Fuzzy Syst. Enislay Ramentol, Sarah Vluymans, Nele Verbiest, Yaile Caballero, Rafael Bello, Chris Cornelis, Francisco Herrera
2015	—	`conf`	Improving Pairwise Learning Classification in Fuzzy Rule Based Classification Systems Using Dynamic Classifier Selection. IFSA-EUSFLAT Alberto Fernández, Mikel Galar, José Antonio Sanz, Humberto Bustince, Francisco Herrera
2015	B	`conf`	Improving the OVO performance in Fuzzy Rule-Based Classification Systems by the genetic learning of the granularity level. FUZZ-IEEE Pedro Villar, Alberto Fernández, Rosana Montes, Ana Maria Sánchez, Francisco Herrera
2015	J	`jnl`	Interval Type-2 Fuzzy Sets are Generalization of Interval-Valued Fuzzy Sets: Toward a Wider View on Their Relationship. IEEE Trans. Fuzzy Syst. Humberto Bustince Sola, Javier Fernández, Hani Hagras, Francisco Herrera, Miguel Pagola, Edurne Barrenechea
2015	B	`conf`	Iterative hybridization of DE with Local Search for the CEC'2015 special session on large scale global optimization. CEC Daniel Molina, Francisco Herrera
2015	J	`jnl`	MLSMOTE: Approaching imbalanced multilabel learning through synthetic instance generation. Knowl. Based Syst. Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2015	J	`jnl`	MRPR: A MapReduce solution for prototype reduction in big data classification. Neurocomputing Isaac Triguero, Daniel Peralta, Jaume Bacardit, Salvador García, Francisco Herrera
2015	C	`conf`	Managing Monotonicity in Classification by a Pruned Random Forest. IDEAL Sergio González, Francisco Herrera, Salvador García
2015	J	`jnl`	Minimizing adjusted simple terms in the consensus reaching process with hesitant linguistic assessments in group decision making. Inf. Sci. Yucheng Dong, Xia Chen, Francisco Herrera
2015	J	`jnl`	Monotonic Random Forest with an Ensemble Pruning Mechanism based on the Degree of Monotonicity. New Gener. Comput. Sergio González, Francisco Herrera, Salvador García
2015	—	`conf`	New Ordering-Based Pruning Metrics for Ensembles of Classifiers in Imbalanced Datasets. CORES Mikel Galar, Alberto Fernández, Edurne Barrenechea, Humberto Bustince, Francisco Herrera
2015	—	`conf`	On the Combination of Pairwise and Granularity Learning for Improving Fuzzy Rule-Based Classification Systems: GL-FARCHD-OVO. CORES Pedro Villar, Alberto Fernández, Francisco Herrera
2015	J	`jnl`	On the combination of genetic fuzzy systems and pairwise learning for improving detection rates on Intrusion Detection Systems. Expert Syst. Appl. Salma Elhag, Alberto Fernández, Abdullah Bawakid, Saleh Alshomrani, Francisco Herrera
2015	B	`conf`	On the impact of Distance-based Relative Competence Weighting approach in One-vs-One classification for Evolutionary Fuzzy Systems: DRCW-FH-GBML algorithm. FUZZ-IEEE Alberto Fernández, Mikel Galar, José Antonio Sanz, Humberto Bustince, Oscar Cordón, Francisco Herrera
2015	J	`jnl`	On the usefulness of one-class classifier ensembles for decomposition of multi-class problems. Pattern Recognit. Bartosz Krawczyk, Michal Wozniak, Francisco Herrera
2015	—	`conf`	QUINTA: A question tagging assistant to improve the answering ratio in electronic forums. EUROCON Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2015	J	`jnl`	ROSEFW-RF: The winner algorithm for the ECBDL'14 big data competition: An extremely imbalanced big data bioinformatics problem. Knowl. Based Syst. Isaac Triguero, Sara del Río, Victoria López, Jaume Bacardit, José Manuel Benítez, Francisco Herrera
2015	Misc	`conf`	Resampling Multilabel Datasets by Decoupling Highly Imbalanced Labels. HAIS Francisco Charte, Antonio Jesús Rivera, María José del Jesus, Francisco Herrera
2015	J	`jnl`	Revisiting Evolutionary Fuzzy Systems: Taxonomy, applications, new trends and challenges. Knowl. Based Syst. Alberto Fernández, Victoria López, María José del Jesus, Francisco Herrera
2015	J	`jnl`	SEG-SSC: A Framework Based on Synthetic Examples Generation for Self-Labeled Semi-Supervised Classification. IEEE Trans. Cybern. Isaac Triguero, Salvador García, Francisco Herrera
2015	J	`jnl`	SMOTE-IPF: Addressing the noisy and borderline examples problem in imbalanced classification by a re-sampling method with filtering. Inf. Sci. José A. Sáez, Julián Luengo, Jerzy Stefanowski, Francisco Herrera
2015	J	`jnl`	Self-labeled techniques for semi-supervised learning: taxonomy, software and empirical study. Knowl. Inf. Syst. Isaac Triguero, Salvador García, Francisco Herrera
2015	—	`book`	The 2-tuple Linguistic Model - Computing with Words in Decision Making Luis Martínez-López, Rosa M. Rodríguez, Francisco Herrera
2015	J	`jnl`	Using the One-vs-One decomposition to improve the performance of class noise filters via an aggregation strategy in multi-class classification problems. Knowl. Based Syst. Luís Paulo F. Garcia, José A. Sáez, Julián Luengo, Ana Carolina Lorena, André C. P. L. F. de Carvalho, Francisco Herrera
2014	J	`jnl`	A Consensus Model to Detect and Manage Noncooperative Behaviors in Large-Scale Group Decision Making. IEEE Trans. Fuzzy Syst. Ivan Palomares, Luis Martínez-López, Francisco Herrera
2014	J	`jnl`	A High Performance Fingerprint Matching System for Large Databases Based on GPU. IEEE Trans. Inf. Forensics Secur. Pablo David Gutiérrez, Miguel Lastra, Francisco Herrera, José Manuel Benítez
2014	J	`jnl`	A New Multiobjective Evolutionary Algorithm for Mining a Reduced Set of Interesting Positive and Negative Quantitative Association Rules. IEEE Trans. Evol. Comput. Diana Martín Rodríguez, Alejandro Rosete, Jesús Alcalá-Fdez, Francisco Herrera
2014	B	`conf`	A combined MapReduce-windowing two-level parallel scheme for evolutionary prototype generation. IEEE Congress on Evolutionary Computation Isaac Triguero, Daniel Peralta, Jaume Bacardit, Salvador García, Francisco Herrera
2014	B	`conf`	A first attempt on evolutionary prototype reduction for nearest neighbor one-class classification. IEEE Congress on Evolutionary Computation Bartosz Krawczyk, Isaac Triguero, Salvador García, Michal Wozniak, Francisco Herrera
2014	J	`jnl`	A multi-instance learning wrapper based on the Rocchio classifier for web index recommendation. Knowl. Based Syst. Dánel Sánchez Tarragó, Chris Cornelis, Rafael Bello, Francisco Herrera
2014	J	`jnl`	A multi-objective evolutionary method for learning granularities based on fuzzy discretization to improve the accuracy-complexity trade-off of fuzzy rule-based classification systems: D-MOFARC algorithm. Appl. Soft Comput. Michela Fazzolari, Rafael Alcalá, Francisco Herrera
2014	B	`conf`	A preliminary study on fingerprint classification using fuzzy rule-based classification systems. FUZZ-IEEE Mikel Galar, José Antonio Sanz, Miguel Pagola, Humberto Bustince Sola, Francisco Herrera
2014	J	`jnl`	A review of microarray datasets and applied feature selection methods. Inf. Sci. Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, José Manuel Benítez, Francisco Herrera
2014	J	`jnl`	Addressing imbalanced classification with instance generation techniques: IPADE-ID. Neurocomputing Victoria López, Isaac Triguero, Cristóbal J. Carmona, Salvador García, Francisco Herrera
2014	J	`jnl`	An insight into the importance of national university rankings in an international context: the case of the I-UGR rankings of Spanish universities. Scientometrics Nicolás Robinson-García, Daniel Torres-Salinas, Emilio Delgado López-Cózar, Francisco Herrera
2014	J	`jnl`	Analyzing convergence performance of evolutionary algorithms: A statistical approach. Inf. Sci. Joaquín Derrac, Salvador García, Sheldon Hui, Ponnuthurai Nagaratnam Suganthan, Francisco Herrera
2014	J	`jnl`	Analyzing the presence of noise in multi-class problems: alleviating its influence with the One-vs-One decomposition. Knowl. Inf. Syst. José A. Sáez, Mikel Galar, Julián Luengo, Francisco Herrera
2014	J	`jnl`	Big Data with Cloud Computing: an insight on the computing environment, MapReduce, and programming frameworks. WIREs Data Mining Knowl. Discov. Alberto Fernández, Sara del Río, Victoria López, Abdullah Bawakid, María José del Jesus, José Manuel Benítez, Francisco Herrera
2014	J	`jnl`	Challenges of computing with words in decision making. Inf. Sci. Luis Martínez-López, Francisco Herrera
2014	Misc	`conf`	Concurrence among Imbalanced Labels and Its Influence on Multilabel Resampling Algorithms. HAIS Francisco Charte, Antonio Jesús Rivera Rivas, María José del Jesus, Francisco Herrera
2014	B	`conf`	Connecting the numerical scale model to the unbalanced linguistic term sets. FUZZ-IEEE Yucheng Dong, Cong-Cong Li, Francisco Herrera
2014	J	`jnl`	Consensus under a fuzzy context: Taxonomy, analysis framework AFRYCA and experimental case of study. Inf. Fusion Ivan Palomares, Francisco Javier Estrella, Luis Martínez-López, Francisco Herrera
2014	B	`conf`	Designing a compact Genetic fuzzy rule-based system for one-class classification. FUZZ-IEEE Pedro Villar, Bartosz Krawczyk, Ana M. Sánchez, Rosana Montes, Francisco Herrera
2014	J	`jnl`	E-learning and educational data mining in cloud computing: an overview. Int. J. Learn. Technol. Alberto Fernández, Daniel Peralta, José Manuel Benítez, Francisco Herrera
2014	J	`jnl`	Empowering difficult classes with a similarity-based aggregation in multi-class classification problems. Inf. Sci. Mikel Galar, Alberto Fernández, Edurne Barrenechea, Francisco Herrera
2014	C	`conf`	Enhancing difficult classes in one-vs-one classifier fusion strategy using restricted equivalence functions. FUSION Mikel Galar, Edurne Barrenechea Tartas, Alberto Fernández, Francisco Herrera
2014	J	`jnl`	FLINTSTONES: A fuzzy linguistic decision tools enhancement suite based on the 2-tuple linguistic model and extensions. Inf. Sci. Francisco Javier Estrella, Macarena Espinilla, Francisco Herrera, Luis Martínez-López
2014	J	`jnl`	Fast fingerprint identification for large databases. Pattern Recognit. Daniel Peralta, Isaac Triguero, Raul Sánchez-Reillo, Francisco Herrera, José Manuel Benítez
2014	J	`jnl`	Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects. Inf. Sci. Joaquín Derrac, Salvador García, Francisco Herrera
2014	J	`jnl`	Hesitant Fuzzy Sets: An Emerging Tool in Decision Making. Int. J. Intell. Syst. Francisco Herrera, Luis Martínez-López, Vicenç Torra, Zeshui Xu
2014	J	`jnl`	Hesitant Fuzzy Sets: State of the Art and Future Directions. Int. J. Intell. Syst. Rosa M. Rodríguez, Luis Martínez-López, Vicenç Torra, Zeshui Xu, Francisco Herrera
2014	J	`jnl`	Implementing algorithms of rough set theory and fuzzy rough set theory in the R package "RoughSets". Inf. Sci. Lala Septem Riza, Andrzej Janusz, Christoph Bergmeir, Chris Cornelis, Francisco Herrera, Dominik Slezak, José Manuel Benítez
2014	Misc	`conf`	Improving the Behavior of the Nearest Neighbor Classifier against Noisy Data with Feature Weighting Schemes. HAIS José A. Sáez, Joaquín Derrac, Julián Luengo, Francisco Herrera
2014	—	`conf`	Improving the Performance of FARC-HD in Multi-class Classification Problems Using the One-Versus-One Strategy and an Adaptation of the Inference System. IPMU (3) Mikel Elkano, Mikel Galar, José Antonio Sanz, Edurne Barrenechea, Francisco Herrera, Humberto Bustince
2014	B	`conf`	Influence of regions on the memetic algorithm for the CEC'2014 Special Session on Real-Parameter Single Objective Optimisation. IEEE Congress on Evolutionary Computation Daniel Molina, Benjamin Lacroix, Francisco Herrera
2014	J	`jnl`	Information Fusion: Greetings from the new Editor-in-Chief. Inf. Fusion Francisco Herrera
2014	J	`jnl`	LI-MLC: A Label Inference Methodology for Addressing High Dimensionality in the Label Space for Multilabel Classification. IEEE Trans. Neural Networks Learn. Syst. Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2014	B	`conf`	Learning from data using the R package "FRBS". FUZZ-IEEE Lala Septem Riza, Christoph Bergmeir, Francisco Herrera, José Manuel Benítez
2014	J	`jnl`	MENTOR: A graphical monitoring tool of preferences evolution in large-scale group decision making. Knowl. Based Syst. Ivan Palomares, Luis Martínez-López, Francisco Herrera
2014	J	`jnl`	METSK-HD Inf. Sci. María José Gacto, Marta Galende, Rafael Alcalá, Francisco Herrera
2014	C	`conf`	MLeNN: A First Approach to Heuristic Multilabel Undersampling. IDEAL Francisco Charte, Antonio J. Rivera, María José del Jesus, Francisco Herrera
2014	C	`conf`	Managing Borderline and Noisy Examples in Imbalanced Classification by Combining SMOTE with Ensemble Filtering. IDEAL José A. Sáez, Julián Luengo, Jerzy Stefanowski, Francisco Herrera
2014	J	`jnl`	Minutiae filtering to improve both efficacy and efficiency of fingerprint matching algorithms. Eng. Appl. Artif. Intell. Daniel Peralta, Mikel Galar, Isaac Triguero, Oscar Miguel-Hurtado, José Manuel Benítez, Francisco Herrera
2014	J	`jnl`	On the characterization of noise filters for self-training semi-supervised in nearest neighbor classification. Neurocomputing Isaac Triguero, José A. Sáez, Julián Luengo, Salvador García, Francisco Herrera
2014	J	`jnl`	On the importance of the validation technique for classification with imbalanced datasets: Addressing covariate shift when data is skewed. Inf. Sci. Victoria López, Alberto Fernández, Francisco Herrera
2014	J	`jnl`	On the statistical analysis of the parameters' trend in a machine learning algorithm. Prog. Artif. Intell. Salvador García, Joaquín Derrac, Sergio Ramírez-Gallego, Francisco Herrera
2014	J	`jnl`	On the use of MapReduce for imbalanced big data using Random Forest. Inf. Sci. Sara del Río, Victoria López, José Manuel Benítez, Francisco Herrera
2014	B	`conf`	On the use of MapReduce to build linguistic fuzzy rule based classification systems for big data. FUZZ-IEEE Victoria López, Sara del Río, José Manuel Benítez, Francisco Herrera
2014	J	`jnl`	Overview on evolutionary subgroup discovery: analysis of the suitability and potential of the search performed by evolutionary algorithms. WIREs Data Mining Knowl. Discov. Cristóbal J. Carmona, Pedro González, María José del Jesus, Francisco Herrera
2014	J	`jnl`	Preprocessing noisy imbalanced datasets using SMOTE enhanced with fuzzy rough prototype selection. Appl. Soft Comput. Nele Verbiest, Enislay Ramentol, Chris Cornelis, Francisco Herrera
2014	J	`jnl`	QAR-CIP-NSGA-II: A new multi-objective evolutionary algorithm to mine quantitative association rules. Inf. Sci. Diana Martín Rodríguez, Alejandro Rosete, Jesús Alcalá-Fdez, Francisco Herrera
2014	J	`jnl`	Region based memetic algorithm for real-parameter optimisation. Inf. Sci. Benjamin Lacroix, Daniel Molina, Francisco Herrera
2014	J	`jnl`	Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers. Pattern Recognit. José A. Sáez, Joaquín Derrac, Julián Luengo, Francisco Herrera
2014	C	`conf`	Weighted one-class classification for different types of minority class examples in imbalanced data. CIDM Bartosz Krawczyk, Michal Wozniak, Francisco Herrera
2013	—	`ed.`	7th International Conference on Knowledge Management in Organizations: Service and Cloud Computing, KMO 2012, Salamanca, Spain, 11-13 July, 2012 KMO Lorna Uden, Francisco Herrera, Javier Bajo Pérez, Juan M. Corchado Rodríguez
2013	Misc	`conf`	A First Approach to Deal with Imbalance in Multi-label Datasets. HAIS Francisco Charte, Antonio Jesús Rivera Rivas, María José del Jesus, Francisco Herrera
2013	J	`jnl`	A Review of the Application of Multiobjective Evolutionary Fuzzy Systems: Current Status and Further Directions. IEEE Trans. Fuzzy Syst. Michela Fazzolari, Rafael Alcalá, Yusuke Nojima, Hisao Ishibuchi, Francisco Herrera
2013	J	`jnl`	A Survey of Discretization Techniques: Taxonomy and Empirical Analysis in Supervised Learning. IEEE Trans. Knowl. Data Eng. Salvador García, Julián Luengo, José Antonio Sáez, Victoria López, Francisco Herrera
2013	J	`jnl`	A group decision making model dealing with comparative linguistic expressions based on hesitant fuzzy linguistic term sets. Inf. Sci. Rosa M. Rodríguez, Luis Martínez-López, Francisco Herrera
2013	J	`jnl`	A hierarchical genetic fuzzy system based on genetic programming for addressing classification with highly imbalanced and borderline data-sets. Knowl. Based Syst. Victoria López, Alberto Fernández, María José del Jesus, Francisco Herrera
2013	J	`jnl`	A study on the application of instance selection techniques in genetic fuzzy rule-based classification systems: Accuracy-complexity trade-off. Knowl. Based Syst. Michela Fazzolari, Bruno Giglio, Rafael Alcalá, Francesco Marcelloni, Francisco Herrera
2013	B	`conf`	Addressing covariate shift for Genetic Fuzzy Systems classifiers: A case of study with FARC-HD for imbalanced datasets. FUZZ-IEEE Victoria López, Alberto Fernández, Francisco Herrera
2013	Misc	`conf`	An Experimental Case of Study on the Behavior of Multiple Classifier Systems with Class Noise Datasets. HAIS José A. Sáez, Mikel Galar, Julián Luengo, Francisco Herrera
2013	J	`jnl`	An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics. Inf. Sci. Victoria López, Alberto Fernández, Salvador García, Vasile Palade, Francisco Herrera
2013	J	`jnl`	Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches. Knowl. Based Syst. Alberto Fernández, Victoria López, Mikel Galar, María José del Jesus, Francisco Herrera
2013	J	`jnl`	Dynamic classifier selection for One-vs-One strategy: Avoiding non-competent classifiers. Pattern Recognit. Mikel Galar, Alberto Fernández, Edurne Barrenechea Tartas, Humberto Bustince Sola, Francisco Herrera
2013	B	`conf`	Dynamically updated region based memetic algorithm for the 2013 CEC Special Session and Competition on Real Parameter Single Objective Optimization. IEEE Congress on Evolutionary Computation Benjamin Lacroix, Daniel Molina, Francisco Herrera
2013	J	`jnl`	EUSBoost: Enhancing ensembles for highly imbalanced data-sets by evolutionary undersampling. Pattern Recognit. Mikel Galar, Alberto Fernández, Edurne Barrenechea Tartas, Francisco Herrera
2013	—	`conf`	Eliciting comparative linguistic expressions in group decision making. IFSA/NAFIPS Rosa M. Rodríguez, Luis Martínez-López, Francisco Herrera
2013	J	`jnl`	FRPS: A Fuzzy Rough Prototype Selection method. Pattern Recognit. Nele Verbiest, Chris Cornelis, Francisco Herrera
2013	J	`jnl`	IVTURS: A Linguistic Fuzzy Rule-Based Classification System Based On a New Interval-Valued Fuzzy Reasoning Method With Tuning and Rule Selection. IEEE Trans. Fuzzy Syst. José Antonio Sanz, Alberto Fernández, Humberto Bustince, Francisco Herrera
2013	—	`conf`	Improving a fuzzy association rule-based classification model by granularity learning based on heuristic measures over multiple granularities. GEFS Michela Fazzolari, Rafael Alcalá, Yusuke Nojima, Hisao Ishibuchi, Francisco Herrera
2013	—	`conf`	OWA-FRPS: A Prototype Selection Method Based on Ordered Weighted Average Fuzzy Rough Set Theory. RSFDGrC Nele Verbiest, Chris Cornelis, Francisco Herrera
2013	B	`conf`	Obtaining accurate TSK Fuzzy Rule-Based Systems by Multi-Objective Evolutionary Learning in high-dimensional regression problems. FUZZ-IEEE María José Gacto, Marta Galende, Rafael Alcalá, Francisco Herrera
2013	J	`jnl`	On the use of Biplot analysis for multivariate bibliometric and scientific indicators CoRR Daniel Torres-Salinas, Nicolás Robinson-García, Evaristo Jiménez-Contreras, Francisco Herrera, Emilio Delgado López-Cózar
2013	J	`jnl`	On the use of biplot analysis for multivariate bibliometric and scientific indicators. J. Assoc. Inf. Sci. Technol. Daniel Torres-Salinas, Nicolás Robinson-García, Evaristo Jiménez-Contreras, Francisco Herrera, Emilio Delgado López-Cózar
2013	J	`jnl`	On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection. Soft Comput. Joaquín Derrac, Nele Verbiest, Salvador García, Chris Cornelis, Francisco Herrera
2013	—	`conf`	Our Collaboration with Da. A Tribute to Prof. Dr. Da Ruan Francisco Herrera, Enrique Herrera-Viedma
2013	J	`jnl`	Predicting noise filtering efficacy with data complexity measures for nearest neighbor classification. Pattern Recognit. José A. Sáez, Julián Luengo, Francisco Herrera
2013	J	`jnl`	Special Issue on "Evolutionary Fuzzy Systems" EFSs. Knowl. Based Syst. Rafael Alcalá, Yusuke Nojima, Hisao Ishibuchi, Francisco Herrera
2013	—	`conf`	Statistical analysis of convergence performance throughout the evolutionary search: A case study with SaDE-MMTS and Sa-EPSDE-MMTS. SDE Joaquín Derrac, Salvador García, Sheldon Hui, Francisco Herrera, Ponnuthurai Nagaratnam Suganthan
2013	J	`jnl`	Tackling the problem of classification with noisy data using Multiple Classifier Systems: Analysis of the performance and robustness. Inf. Sci. José A. Sáez, Mikel Galar, Julián Luengo, Francisco Herrera
2013	J	`jnl`	The role of national university rankings in an international context: the case of the I-UGR Rankings of Spanish universities CoRR Nicolás Robinson-García, Jose G. Moreno-Torres, Daniel Torres-Salinas, Emilio Delgado López-Cózar, Francisco Herrera
2013	B	`conf`	Variable mesh optimization for the 2013 CEC Special Session Niching Methods for Multimodal Optimization. IEEE Congress on Evolutionary Computation Daniel Molina, Amilkar Puris, Rafael Bello, Francisco Herrera
2012	—	`conf`	A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection. HAIS (2) Joaquín Derrac, Isaac Triguero, Salvador García, Francisco Herrera
2012	—	`conf`	A First Study on Decomposition Strategies with Data with Class Noise Using Decision Trees. HAIS (2) José A. Sáez, Mikel Galar, Julián Luengo, Francisco Herrera
2012	J	`jnl`	A Note on the ITS Topic Evolution in the Period 2000-2009 at T-ITS. IEEE Trans. Intell. Transp. Syst. Manuel J. Cobo, Antonio Gabriel López-Herrera, Francisco Herrera, Enrique Herrera-Viedma
2012	—	`conf`	A Preliminary Study on Selecting the Optimal Cut Points in Discretization by Evolutionary Algorithms. ICPRAM (1) Salvador García, Victoria López, Julián Luengo, Cristóbal J. Carmona, Francisco Herrera
2012	J	`jnl`	A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches. IEEE Trans. Syst. Man Cybern. Part C Mikel Galar, Alberto Fernández, Edurne Barrenechea Tartas, Humberto Bustince Sola, Francisco Herrera
2012	J	`jnl`	A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification. IEEE Trans. Syst. Man Cybern. Part C Isaac Triguero, Joaquín Derrac, Salvador García, Francisco Herrera
2012	B	`conf`	A case study on the application of instance selection techniques for Genetic Fuzzy Rule-Based Classifiers. FUZZ-IEEE Bruno Giglio, Francesco Marcelloni, Michela Fazzolari, Rafael Alcalá, Francisco Herrera
2012	J	`jnl`	A multi-objective evolutionary algorithm for an effective tuning of fuzzy logic controllers in heating, ventilating and air conditioning systems. Appl. Intell. María José Gacto, Rafael Alcalá, Francisco Herrera
2012	J	`jnl`	A unifying view on dataset shift in classification. Pattern Recognit. Jose G. Moreno-Torres, Troy Raeder, Rocío Alaíz-Rodríguez, Nitesh V. Chawla, Francisco Herrera
2012	—	`conf`	An Overview on the Structure and Applications for Business Intelligence and Data Mining in Cloud Computing. KMO Alberto Fernández, Sara del Río, Francisco Herrera, José Manuel Benítez
2012	J	`jnl`	An overview on the 2-tuple linguistic model for computing with words in decision making: Extensions, applications and challenges. Inf. Sci. Luis Martínez-López, Francisco Herrera
2012	J	`jnl`	Analysis of new niching genetic algorithms for finding multiple solutions in the job shop scheduling. J. Intell. Manuf. Elena Pérez, Marta Posada, Francisco Herrera
2012	J	`jnl`	Analysis of preprocessing vs. cost-sensitive learning for imbalanced classification. Open problems on intrinsic data characteristics. Expert Syst. Appl. Victoria López, Alberto Fernández, Jose G. Moreno-Torres, Francisco Herrera
2012	—	`conf`	Cost Sensitive and Preprocessing for Classification with Imbalanced Data-sets: Similar Behaviour and Potential Hybridizations. ICPRAM (2) Victoria López, Alberto Fernández, María José del Jesus, Francisco Herrera
2012	J	`jnl`	Editors' Preface. Prog. Artif. Intell. Francisco Herrera, Cesar Analide
2012	J	`jnl`	Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection. Inf. Sci. Joaquín Derrac, Chris Cornelis, Salvador García, Francisco Herrera
2012	J	`jnl`	Evolutionary-based selection of generalized instances for imbalanced classification. Knowl. Based Syst. Salvador García, Joaquín Derrac, Isaac Triguero, Cristóbal J. Carmona, Francisco Herrera
2012	J	`jnl`	Feature Selection and Granularity Learning in Genetic Fuzzy Rule-Based Classification Systems for Highly Imbalanced Data-Sets. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Pedro Villar, Alberto Fernández, Ramón Alberto Carrasco, Francisco Herrera
2012	—	`conf`	Group Decision Making with Comparative Linguistic Terms. IPMU (1) Rosa M. Rodríguez, Luis Martínez-López, Francisco Herrera
2012	J	`jnl`	Grouping, Overlap, and Generalized Bientropic Functions for Fuzzy Modeling of Pairwise Comparisons. IEEE Trans. Fuzzy Syst. Humberto Bustince Sola, Miguel Pagola, Radko Mesiar, Eyke Hüllermeier, Francisco Herrera
2012	J	`jnl`	Hesitant Fuzzy Linguistic Term Sets for Decision Making. IEEE Trans. Fuzzy Syst. Rosa M. Rodríguez, Luis Martínez-López, Francisco Herrera
2012	J	`jnl`	Hybrid laser pointer detection algorithm based on template matching and fuzzy rule-based systems for domotic control in real home environments. Appl. Intell. Francisco Chávez de la O, Francisco Fernández, Rafael Alcalá, Jesús Alcalá-Fdez, Gustavo Olague, Francisco Herrera
2012	—	`conf`	Improving Multi-label Classifiers via Label Reduction with Association Rules. HAIS (2) Francisco Charte, Antonio Jesús Rivera Rivas, María José del Jesus, Francisco Herrera
2012	—	`conf`	Improving SMOTE with Fuzzy Rough Prototype Selection to Detect Noise in Imbalanced Classification Data. IBERAMIA Nele Verbiest, Enislay Ramentol, Chris Cornelis, Francisco Herrera
2012	J	`jnl`	Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms. IEEE Trans. Syst. Man Cybern. Part B Joaquín Derrac, Isaac Triguero, Salvador García, Francisco Herrera
2012	J	`jnl`	Integrating a differential evolution feature weighting scheme into prototype generation. Neurocomputing Isaac Triguero, Joaquín Derrac, Salvador García, Francisco Herrera
2012	—	`ch.`	Linguistic Fuzzy Rules in Data Mining: Follow-Up Mamdani Fuzzy Modeling Principle. Combining Experimentation and Theory Alberto Fernández, Francisco Herrera
2012	J	`jnl`	Missing data imputation for fuzzy rule-based classification systems. Soft Comput. Julián Luengo, José A. Sáez, Francisco Herrera
2012	J	`jnl`	Modeling dynamics of a real-coded CHC algorithm in terms of dynamical probability distributions. Soft Comput. Jesús Marín, Daniel Molina, Francisco Herrera
2012	J	`jnl`	On the choice of the best imputation methods for missing values considering three groups of classification methods. Knowl. Inf. Syst. Julián Luengo, Salvador García, Francisco Herrera
2012	B	`conf`	Optimising real parameters using the information of a mesh of solutions: VMO algorithm. IEEE Congress on Evolutionary Computation Amilkar Puris, Rafael Bello, Daniel Molina, Francisco Herrera
2012	J	`jnl`	Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study. IEEE Trans. Pattern Anal. Mach. Intell. Salvador García, Joaquín Derrac, José Ramón Cano, Francisco Herrera
2012	J	`jnl`	Ranking of research output of universities on the basis of the multidimensional prestige of influential fields: Spanish universities as a case of study. Scientometrics Jose A. García, Rosa Rodríguez-Sánchez, J. Fdez-Valdivia, Daniel Torres-Salinas, Francisco Herrera
2012	B	`conf`	Region based memetic algorithm with LS chaining. IEEE Congress on Evolutionary Computation Benjamin Lacroix, Daniel Molina, Francisco Herrera
2012	J	`jnl`	SMOTE-RSB *: a hybrid preprocessing approach based on oversampling and undersampling for high imbalanced data-sets using SMOTE and rough sets theory. Knowl. Inf. Syst. Enislay Ramentol, Yaile Caballero, Rafael Bello, Francisco Herrera
2012	J	`jnl`	SciMAT: A new science mapping analysis software tool. J. Assoc. Inf. Sci. Technol. Manuel J. Cobo, Antonio Gabriel López-Herrera, Enrique Herrera-Viedma, Francisco Herrera
2012	J	`jnl`	Shared domains of competence of approximate learning models using measures of separability of classes. Inf. Sci. Julián Luengo, Francisco Herrera
2012	J	`jnl`	Special Issue on Evolutionary Fuzzy Systems. Int. J. Comput. Intell. Syst. Rafael Alcalá, Yusuke Nojima, Hisao Ishibuchi, Francisco Herrera
2012	J	`jnl`	Special issue on "New Trends in Data Mining" NTDM. Knowl. Based Syst. José Manuel Benítez, Nicolás García-Pedrajas, Francisco Herrera
2012	J	`jnl`	Study on the Impact of Partition-Induced Dataset Shift on k -Fold Cross-Validation. IEEE Trans. Neural Networks Learn. Syst. Jose G. Moreno-Torres, José A. Sáez, Francisco Herrera
2012	J	`jnl`	Variable mesh optimization for continuous optimization problems. Soft Comput. Amilkar Puris, Rafael Bello, Daniel Molina, Francisco Herrera
2011	—	`conf`	A Double Axis Classification of Interpretability Measures for Linguistic Fuzzy Rule-Based Systems. WILF María José Gacto, Rafael Alcalá, Francisco Herrera
2011	J	`jnl`	A Fast and Scalable Multiobjective Genetic Fuzzy System for Linguistic Fuzzy Modeling in High-Dimensional Regression Problems. IEEE Trans. Fuzzy Syst. Rafael Alcalá, María José Gacto, Francisco Herrera
2011	J	`jnl`	A Fuzzy Association Rule-Based Classification Model for High-Dimensional Problems With Genetic Rule Selection and Lateral Tuning. IEEE Trans. Fuzzy Syst. Jesús Alcalá-Fdez, Rafael Alcalá, Francisco Herrera
2011	—	`conf`	A Multicriteria Linguistic Decision Making Model Dealing with Comparative Terms. Eurofuse Rosa M. Rodríguez, Luis Martínez, Francisco Herrera
2011	—	`conf`	A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms. IWANN (1) Joaquín Derrac, Chris Cornelis, Salvador García, Francisco Herrera
2011	—	`conf`	A case study on medical diagnosis of cardiovascular diseases using a Genetic Algorithm for Tuning Fuzzy Rule-Based Classification Systems with Interval-Valued Fuzzy Sets. T2FUZZ José Antonio Sanz, Miguel Pagola, Humberto Bustince, Antonio Brugos, Alberto Fernández, Francisco Herrera
2011	J	`jnl`	A genetic tuning to improve the performance of Fuzzy Rule-Based Classification Systems with Interval-Valued Fuzzy Sets: Degree of ignorance and lateral position. Int. J. Approx. Reason. José Antonio Sanz, Alberto Fernández, Humberto Bustince Sola, Francisco Herrera
2011	J	`jnl`	A methodology for Institution-Field ranking based on a bidimensional analysis: the Scientometrics Daniel Torres-Salinas, Jose G. Moreno-Torres, Emilio Delgado López-Cózar, Francisco Herrera
2011	C	`conf`	A multi-objective evolutionary algorithm for mining quantitative association rules. ISDA Diana Martín Rodríguez, Alejandro Rosete, Jesús Alcalá-Fdez, Francisco Herrera
2011	J	`jnl`	A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. Swarm Evol. Comput. Joaquín Derrac, Salvador García, Daniel Molina, Francisco Herrera
2011	—	`conf`	A study of the scaling up capabilities of stratified prototype generation. NaBIC Isaac Triguero, Joaquín Derrac, Francisco Herrera, Salvador García
2011	J	`jnl`	Addressing data complexity for imbalanced data sets: analysis of SMOTE-based oversampling and evolutionary undersampling. Soft Comput. Julián Luengo, Alberto Fernández, Salvador García, Francisco Herrera
2011	—	`conf`	Addressing the Classification with Imbalanced Data: Open Problems and New Challenges on Class Distribution. HAIS (1) Alberto Fernández, Salvador García, Francisco Herrera
2011	J	`jnl`	An approach for detecting, quantifying, and visualizing the evolution of a research field: A practical application to the Fuzzy Sets Theory field. J. Informetrics Manuel J. Cobo, Antonio Gabriel López-Herrera, Enrique Herrera-Viedma, Francisco Herrera
2011	J	`jnl`	An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes. Pattern Recognit. Mikel Galar, Alberto Fernández, Edurne Barrenechea Tartas, Humberto Bustince Sola, Francisco Herrera
2011	J	`jnl`	An overview on subgroup discovery: foundations and applications. Knowl. Inf. Syst. Francisco Herrera, Cristóbal J. Carmona, Pedro González, María José del Jesus
2011	—	`conf`	Analysis of the impact of using different diversity functions for the subgroup discovery algorithm NMEEF-SD. GEFS Cristóbal J. Carmona, Pedro González, María José del Jesus, Francisco Herrera
2011	—	`ch.`	Applying Linguistic OWA Operators in Consensus Models under Unbalanced Linguistic Information. Recent Developments in the Ordered Weighted Averaging Operators Enrique Herrera-Viedma, Francisco Javier Cabrerizo, Ignacio J. Pérez, Manuel J. Cobo, Sergio Alonso, Francisco Herrera
2011	—	`conf`	Construction of Interval-Valued Fuzzy Preference Relations Using Ignorance Functions: Interval-Valued Non Dominance Criterion. Eurofuse Edurne Barrenechea, Alberto Fernández, Francisco Herrera, Humberto Bustince
2011	J	`jnl`	Differential evolution for optimizing the positioning of prototypes in nearest neighbor classification. Pattern Recognit. Isaac Triguero, Salvador García, Francisco Herrera
2011	J	`jnl`	Editorial scalability of evolutionary algorithms and other metaheuristics for large-scale continuous optimization problems. Soft Comput. Manuel Lozano, Daniel Molina, Francisco Herrera
2011	—	`conf`	Enhancing IPADE Algorithm with a Different Individual Codification. HAIS (2) Isaac Triguero, Salvador García, Francisco Herrera
2011	—	`conf`	Evolutionary Multi-Objective Algorithm to effectively improve the performance of the classic tuning of fuzzy logic controllers for a heating, ventilating and Air Conditioning system. GEFS María José Gacto, Rafael Alcalá, Francisco Herrera
2011	B	`conf`	Evolutionary learning of a laser pointer detection fuzzy system for an environment control system. FUZZ-IEEE Francisco Chávez de la O, Francisco Fernández, Rafael Alcalá, Jesús Alcalá-Fdez, Francisco Herrera
2011	J	`jnl`	Evolutionary selection of hyperrectangles in nested generalized exemplar learning. Appl. Soft Comput. Salvador García, Joaquín Derrac, Julián Luengo, Cristóbal J. Carmona, Francisco Herrera
2011	C	`conf`	Fuzzy Rule Based Classification Systems versus crisp robust learners trained in presence of class noise's effects: A case of study. ISDA José A. Sáez, Julián Luengo, Francisco Herrera
2011	J	`jnl`	Interpretability of linguistic fuzzy rule-based systems: An overview of interpretability measures. Inf. Sci. María José Gacto, Rafael Alcalá, Francisco Herrera
2011	J	`jnl`	Memetic algorithms based on local search chains for large scale continuous optimisation problems: MA-SSW-Chains. Soft Comput. Daniel Molina, Manuel Lozano, Ana M. Sánchez, Francisco Herrera
2011	J	`jnl`	Multiobjective genetic fuzzy rule selection of single granularity-based fuzzy classification rules and its interaction with the lateral tuning of membership functions. Soft Comput. Rafael Alcalá, Yusuke Nojima, Francisco Herrera, Hisao Ishibuchi
2011	B	`conf`	Musical genre classification by means of Fuzzy Rule-Based Systems: A preliminary approach. IEEE Congress on Evolutionary Computation Francisco Fernández, Francisco Chávez de la O, Rafael Alcalá, Francisco Herrera
2011	—	`conf`	On the Usefulness of Interval Valued Fuzzy Sets for Learning Fuzzy Rule Based Classification Systems. Eurofuse Francisco Herrera
2011	B	`conf`	On the cooperation of interval-valued fuzzy sets and genetic tuning to improve the performance of fuzzy decision trees. FUZZ-IEEE José Antonio Sanz, Humberto Bustince Sola, Alberto Fernández, Francisco Herrera
2011	J	`jnl`	Science mapping software tools: Review, analysis, and cooperative study among tools. J. Assoc. Inf. Sci. Technol. Manuel J. Cobo, Antonio Gabriel López-Herrera, Enrique Herrera-Viedma, Francisco Herrera
2011	J	`jnl`	Soft Computing Techniques in Data Mining. J. Multiple Valued Log. Soft Comput. Jesús Alcalá-Fdez, Francisco Herrera
2011	J	`jnl`	Special issue on evolutionary fuzzy systems. Soft Comput. Yusuke Nojima, Rafael Alcalá, Hisao Ishibuchi, Francisco Herrera
2011	J	`jnl`	Special issue on the trends in applied intelligence systems. Appl. Intell. Nicolás García-Pedrajas, Francisco Herrera, Colin Fyfe
2011	B	`conf`	Studying the behavior of a multiobjective genetic algorithm to design fuzzy rule-based classification systems for imbalanced data-sets. FUZZ-IEEE Pedro Villar, Alberto Fernández, Francisco Herrera
2010	—	`conf`	A Genetic Algorithm for Feature Selection and Granularity Learning in Fuzzy Rule-Based Classification Systems for Highly Imbalanced Data-Sets. IPMU (1) Pedro Villar, Alberto Fernández, Francisco Herrera
2010	—	`conf`	A Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification. IEA/AIE (1) Salvador García, Joaquín Derrac, Isaac Triguero, Cristóbal J. Carmona, Francisco Herrera
2010	—	`ch.`	A Review on Evolutionary Prototype Selection. Intelligent Systems for Automated Learning and Adaptation Salvador García, José Ramón Cano, Francisco Herrera
2010	J	`jnl`	A Survey on Evolutionary Instance Selection and Generation. Int. J. Appl. Metaheuristic Comput. Joaquín Derrac, Salvador García, Francisco Herrera
2010	J	`jnl`	A Survey on the Application of Genetic Programming to Classification. IEEE Trans. Syst. Man Cybern. Part C Pedro G. Espejo, Sebastián Ventura, Francisco Herrera
2010	J	`jnl`	A bibliometric study about the research based on hybridating the fuzzy logic field and the other computational intelligent techniques: A visual approach. Int. J. Hybrid Intell. Syst. Antonio Gabriel López-Herrera, Manuel J. Cobo, Enrique Herrera-Viedma, Francisco Herrera
2010	C	`conf`	A first approach for cost-sensitive classification with linguistic Genetic Fuzzy Systems in imbalanced data-sets. ISDA Victoria López, Alberto Fernández, Francisco Herrera
2010	Misc	`conf`	A first study on the noise impact in classes for Fuzzy Rule Based Classification Systems. ISKE José A. Sáez, Julián Luengo, Francisco Herrera
2010	—	`conf`	A fuzzy associative classification system with genetic rule selection for high-dimensional problems. GEFS Jesús Alcalá-Fdez, Rafael Alcalá, Francisco Herrera
2010	B	`conf`	A genetic algorithm for tuning fuzzy rule-based classification systems with Interval-Valued Fuzzy Sets. FUZZ-IEEE José Antonio Sanz, Alberto Fernández, Humberto Bustince Sola, Francisco Herrera
2010	C	`conf`	A preliminary study on overlapping and data fracture in imbalanced domains by means of Genetic Programming-based feature extraction. ISDA Jose G. Moreno-Torres, Francisco Herrera
2010	B	`conf`	A preliminary study on the use of differential evolution for adjusting the position of examples in nearest neighbor classification. IEEE Congress on Evolutionary Computation Isaac Triguero, Salvador García, Francisco Herrera
2010	J	`jnl`	A study on the use of imputation methods for experimentation with Radial Basis Function Network classifiers handling missing attribute values: The good synergy between RBFNs and EventCovering method. Neural Networks Julián Luengo, Salvador García, Francisco Herrera
2010	J	`jnl`	A web based consensus support system for group decision making problems and incomplete preferences. Inf. Sci. Sergio Alonso, Enrique Herrera-Viedma, Francisco Chiclana, Francisco Herrera
2010	J	`jnl`	Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power. Inf. Sci. Salvador García, Alberto Fernández, Julián Luengo, Francisco Herrera
2010	B	`conf`	An extraction method for the characterization of the Fuzzy Rule Based Classification Systems' behavior using data complexity measures: A case of study with FH-GBML. FUZZ-IEEE Julián Luengo, Francisco Herrera
2010	—	`conf`	Analysing the Hierarchical Fuzzy Rule Based Classification Systems with genetic rule selection. GEFS Alberto Fernández, María José del Jesus, Francisco Herrera
2010	J	`jnl`	Analysis of the Effectiveness of the Genetic Algorithms based on Extraction of Association Rules. Fundam. Informaticae Jesús Alcalá-Fdez, Nicolò Flugy Papè, Andrea Bonarini, Francisco Herrera
2010	—	`conf`	Analysis of the Performance of a Semantic Interpretability-Based Tuning and Rule Selection of Fuzzy Rule-Based Systems by Means of a Multi-Objective Evolutionary Algorithm. IEA/AIE (2) María José Gacto, Rafael Alcalá, Francisco Herrera
2010	J	`jnl`	Analysis of the efficacy of a Two-Stage methodology for ant colony optimization: Case of study with TSP and QAP. Expert Syst. Appl. Amilkar Puris, Rafael Bello, Francisco Herrera
2010	J	`jnl`	Computing with Words in Decision support Systems: An overview on Models and Applications. Int. J. Comput. Intell. Syst. Luis Martínez-López, Da Ruan, Francisco Herrera
2010	J	`jnl`	Domains of competence of fuzzy rule based classification systems with data complexity measures: A case of study using a fuzzy hybrid genetic based machine learning method. Fuzzy Sets Syst. Julián Luengo, Francisco Herrera
2010	J	`jnl`	GP-COACH: Genetic Programming-based learning of COmpact and ACcurate fuzzy rule-based classification systems for High-dimensional problems. Inf. Sci. Francisco José Berlanga, Antonio Jesús Rivera Rivas, María José del Jesus, Francisco Herrera
2010	B	`conf`	Genetic tuning of a laser pointer environment control device system for handicapped people with fuzzy systems. FUZZ-IEEE Francisco Chávez de la O, Francisco Fernández, Jesús Alcalá-Fdez, Rafael Alcalá, Francisco Herrera, Gustavo Olague
2010	J	`jnl`	Genetics-Based Machine Learning for Rule Induction: State of the Art, Taxonomy, and Comparative Study. IEEE Trans. Evol. Comput. Alberto Fernández, Salvador García, Julián Luengo, Ester Bernadó-Mansilla, Francisco Herrera
2010	J	`jnl`	Guest Editors' Introduction. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Francisco Herrera, Francesco Marcelloni, Vincenzo Loia
2010	—	`conf`	IFS-CoCo in the Landscape Contest: Description and Results. ICPR Contests Joaquín Derrac, Salvador García, Francisco Herrera
2010	J	`jnl`	IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule. Pattern Recognit. Joaquín Derrac, Salvador García, Francisco Herrera
2010	J	`jnl`	IPADE: Iterative Prototype Adjustment for Nearest Neighbor Classification. IEEE Trans. Neural Networks Isaac Triguero, Salvador García, Francisco Herrera
2010	J	`jnl`	Improving the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets and genetic amplitude tuning. Inf. Sci. José Antonio Sanz, Alberto Fernández, Humberto Bustince Sola, Francisco Herrera
2010	J	`jnl`	Integration of an Index to Preserve the Semantic Interpretability in the Multiobjective Evolutionary Rule Selection and Tuning of Linguistic Fuzzy Systems. IEEE Trans. Fuzzy Syst. María José Gacto, Rafael Alcalá, Francisco Herrera
2010	B	`conf`	MA-SW-Chains: Memetic algorithm based on local search chains for large scale continuous global optimization. IEEE Congress on Evolutionary Computation Daniel Molina, Manuel Lozano, Francisco Herrera
2010	J	`jnl`	Memetic Algorithms for Continuous Optimisation Based on Local Search Chains. Evol. Comput. Daniel Molina, Manuel Lozano, Carlos García-Martínez, Francisco Herrera
2010	C	`conf`	Multi-class Imbalanced Data-Sets with Linguistic Fuzzy Rule Based Classification Systems Based on Pairwise Learning. IPMU Alberto Fernández, María José del Jesus, Francisco Herrera
2010	J	`jnl`	NMEEF-SD: Non-dominated Multiobjective Evolutionary Algorithm for Extracting Fuzzy Rules in Subgroup Discovery. IEEE Trans. Fuzzy Syst. Cristóbal J. Carmona, Pedro González, María José del Jesus, Francisco Herrera
2010	J	`jnl`	On the 2-tuples based genetic tuning performance for fuzzy rule based classification systems in imbalanced data-sets. Inf. Sci. Alberto Fernández, María José del Jesus, Francisco Herrera
2010	—	`ch.`	On the Use of Distributed Genetic Algorithms for the Tuning of Fuzzy Rule Based-Systems. Parallel and Distributed Computational Intelligence Ignacio Robles, Rafael Alcalá, José Manuel Benítez, Francisco Herrera
2010	J	`jnl`	Solving multi-class problems with linguistic fuzzy rule based classification systems based on pairwise learning and preference relations. Fuzzy Sets Syst. Alberto Fernández, María Calderón, Edurne Barrenechea Tartas, Humberto Bustince Sola, Francisco Herrera
2010	J	`jnl`	Special Issue on Decision Support Systems based on Computing with Words: Applications. Int. J. Comput. Intell. Syst. Francisco Herrera, Luis Martínez-López
2010	J	`jnl`	Stratified prototype selection based on a steady-state memetic algorithm: a study of scalability. Memetic Comput. Joaquín Derrac, Salvador García, Francisco Herrera
2010	—	`ed.`	Trends in Applied Intelligent Systems - 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Cordoba, Spain, June 1-4, 2010, Proceedings, Part I IEA/AIE (1) Nicolás García-Pedrajas, Francisco Herrera, Colin Fyfe, José Manuel Benítez, Moonis Ali
2010	—	`ed.`	Trends in Applied Intelligent Systems - 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Cordoba, Spain, June 1-4, 2010, Proceedings, Part II IEA/AIE (2) Nicolás García-Pedrajas, Francisco Herrera, Colin Fyfe, José Manuel Benítez, Moonis Ali
2010	—	`ed.`	Trends in Applied Intelligent Systems - 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Cordoba, Spain, June 1-4, 2010, Proceedings, Part III IEA/AIE (3) Nicolás García-Pedrajas, Francisco Herrera, Colin Fyfe, José Manuel Benítez, Moonis Ali
2010	J	`jnl`	q J. Informetrics Francisco Javier Cabrerizo, Sergio Alonso, Enrique Herrera-Viedma, Francisco Herrera
2009	C	`conf`	A First Approach to Nearest Hyperrectangle Selection by Evolutionary Algorithms. ISDA Salvador García, Joaquín Derrac, Julián Luengo, Francisco Herrera
2009	Misc	`conf`	A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection. HAIS Joaquín Derrac, Salvador García, Francisco Herrera
2009	Misc	`conf`	A First Study on the Use of Interval-Valued Fuzzy Sets with Genetic Tuning for Classification with Imbalanced Data-Sets. HAIS José Antonio Sanz, Alberto Fernández, Humberto Bustince Sola, Francisco Herrera
2009	—	`conf`	A Multiobjective Evolutionary Algorithm for Tuning Fuzzy Rule Based Systems with Measures for Preserving Interpretability. IFSA/EUSFLAT Conf. María José Gacto, Rafael Alcalá, Francisco Herrera
2009	J	`jnl`	A Multiobjective Evolutionary Approach to Concurrently Learn Rule and Data Bases of Linguistic Fuzzy-Rule-Based Systems. IEEE Trans. Fuzzy Syst. Rafael Alcalá, Pietro Ducange, Francisco Herrera, Beatrice Lazzerini, Francesco Marcelloni
2009	—	`conf`	A Preliminar Analysis of CO2RBFN in Imbalanced Problems. IWANN (1) M. Dolores Pérez-Godoy, Antonio Jesús Rivera Rivas, Alberto Fernández, María José del Jesus, Francisco Herrera
2009	J	`jnl`	A fuzzy model to evaluate the suitability of installing an enterprise resource planning system. Inf. Sci. Pedro J. Sánchez, Luis Martínez-López, Carlos García-Martínez, Francisco Herrera, Enrique Herrera-Viedma
2009	B	`conf`	A genetic learning of the fuzzy rule-based classification system granularity for highly imbalanced data-sets. FUZZ-IEEE Pedro Villar, Alberto Fernández, Francisco Herrera
2009	—	`conf`	A memetic algorithm using local search chaining for black-box optimization benchmarking 2009 for noisy functions. GECCO (Companion) Daniel Molina, Manuel Lozano, Francisco Herrera
2009	—	`conf`	A memetic algorithm using local search chaining forblack-box optimization benchmarking 2009 for noise free functions. GECCO (Companion) Daniel Molina, Manuel Lozano, Francisco Herrera
2009	J	`jnl`	A study of statistical techniques and performance measures for genetics-based machine learning: accuracy and interpretability. Soft Comput. Salvador García, Alberto Fernández, Julián Luengo, Francisco Herrera
2009	J	`jnl`	A study of the use of multi-objective evolutionary algorithms to learn Boolean queries: A comparative study. J. Assoc. Inf. Sci. Technol. Antonio Gabriel López-Herrera, Enrique Herrera-Viedma, Francisco Herrera
2009	J	`jnl`	A study on the use of non-parametric tests for analyzing the evolutionary algorithms' behaviour: a case study on the CEC'2005 Special Session on Real Parameter Optimization. J. Heuristics Salvador García, Daniel Molina, Manuel Lozano, Francisco Herrera
2009	J	`jnl`	A study on the use of statistical tests for experimentation with neural networks: Analysis of parametric test conditions and non-parametric tests. Expert Syst. Appl. Julián Luengo, Salvador García, Francisco Herrera
2009	J	`jnl`	Adaptation and application of multi-objective evolutionary algorithms for rule reduction and parameter tuning of fuzzy rule-based systems. Soft Comput. María José Gacto, Rafael Alcalá, Francisco Herrera
2009	C	`conf`	Addressing Data-Complexity for Imbalanced Data-Sets: A Preliminary Study on the Use of Preprocessing for C4.5. ISDA Julián Luengo, Alberto Fernández, Salvador García, Francisco Herrera
2009	B	`conf`	An analysis of evolutionary algorithms with different types of fuzzy rules in subgroup discovery. FUZZ-IEEE Cristóbal J. Carmona, Pedro González, María José del Jesus, Francisco Herrera
2009	J	`jnl`	Applying multi-objective evolutionary algorithms to the automatic learning of extended Boolean queries in fuzzy ordinal linguistic information retrieval systems. Fuzzy Sets Syst. Antonio Gabriel López-Herrera, Enrique Herrera-Viedma, Francisco Herrera
2009	J	`jnl`	Cardinal Consistency of Reciprocal Preference Relations: A Characterization of Multiplicative Transitivity. IEEE Trans. Fuzzy Syst. Francisco Chiclana, Enrique Herrera-Viedma, Sergio Alonso, Francisco Herrera
2009	J	`jnl`	Computing with words and decision making. Fuzzy Optim. Decis. Mak. Francisco Herrera, Enrique Herrera-Viedma, Sergio Alonso, Francisco Chiclana
2009	J	`jnl`	Computing with words in decision making: foundations, trends and prospects. Fuzzy Optim. Decis. Mak. Francisco Herrera, Sergio Alonso, Francisco Chiclana, Enrique Herrera-Viedma
2009	J	`jnl`	Diagnose Effective Evolutionary Prototype Selection Using an Overlapping Measure. Int. J. Pattern Recognit. Artif. Intell. Salvador García, José Ramón Cano, Ester Bernadó-Mansilla, Francisco Herrera
2009	—	`conf`	Distributed Genetic Tuning of Fuzzy Rule-Based Systems. IFSA/EUSFLAT Conf. Ignacio Robles, Rafael Alcalá, José Manuel Benítez, Francisco Herrera
2009	—	`conf`	Domains of Competence of Artificial Neural Networks Using Measures of Separability of Classes. IWANN (1) Julián Luengo, Francisco Herrera
2009	J	`jnl`	Enhancing the effectiveness and interpretability of decision tree and rule induction classifiers with evolutionary training set selection over imbalanced problems. Appl. Soft Comput. Salvador García, Alberto Fernández, Francisco Herrera
2009	Misc	`conf`	Evolutionary Extraction of Association Rules: A Preliminary Study on their Effectiveness. HAIS Nicolò Flugy Papè, Jesús Alcalá-Fdez, Andrea Bonarini, Francisco Herrera
2009	J	`jnl`	Evolutionary Undersampling for Classification with Imbalanced Datasets: Proposals and Taxonomy. Evol. Comput. Salvador García, Francisco Herrera
2009	J	`jnl`	Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data. Expert Syst. Appl. Cristóbal Romero, Pedro González, Sebastián Ventura, María José del Jesus, Francisco Herrera
2009	J	`jnl`	Evolutionary parallel and gradually distributed lateral tuning of fuzzy rule-based systems. Evol. Intell. Ignacio Robles, Rafael Alcalá, José Manuel Benítez, Francisco Herrera
2009	—	`book`	Foundations of Computational Intelligence - Volume 2: Approximate Reasoning Foundations of Computational Intelligence (2) Aboul Ella Hassanien, Ajith Abraham, Francisco Herrera
2009	B	`conf`	Generating single granularity-based fuzzy classification rules for multiobjective genetic fuzzy rule selection. FUZZ-IEEE Rafael Alcalá, Yusuke Nojima, Francisco Herrera, Hisao Ishibuchi
2009	—	`conf`	Genetic Cooperative-Competitive Fuzzy Rule Based Learning Method using Genetic Programming for Highly Imbalanced Data-Sets. IFSA/EUSFLAT Conf. Alberto Fernández, Francisco José Berlanga, María José del Jesus, Francisco Herrera
2009	J	`jnl`	Group decision making with incomplete fuzzy linguistic preference relations. Int. J. Intell. Syst. Sergio Alonso, Francisco Javier Cabrerizo, Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma
2009	C	`conf`	Handling High-Dimensional Regression Problems by Means of an Efficient Multi-Objective Evolutionary Algorithm. ISDA María José Gacto, Rafael Alcalá, Francisco Herrera
2009	J	`jnl`	Hierarchical fuzzy rule based classification systems with genetic rule selection for imbalanced data-sets. Int. J. Approx. Reason. Alberto Fernández, María José del Jesus, Francisco Herrera
2009	J	`jnl`	Hybrid crossover operators with multiple descendents for real-coded genetic algorithms: Combining neighborhood-based crossover operators. Int. J. Intell. Syst. Ana M. Sánchez, Manuel Lozano, Pedro Villar, Francisco Herrera
2009	C	`conf`	Implementation and Integration of Algorithms into the KEEL Data-Mining Software Tool. IDEAL Alberto Fernández, Julián Luengo, Joaquín Derrac, Jesús Alcalá-Fdez, Francisco Herrera
2009	J	`jnl`	Improving fuzzy logic controllers obtained by experts: a case study in HVAC systems. Appl. Intell. Rafael Alcalá, Jesús Alcalá-Fdez, María José Gacto, Francisco Herrera
2009	—	`conf`	Improving the Performance of Fuzzy Rule Based Classification Systems for Highly Imbalanced Data-Sets Using an Evolutionary Adaptive Inference System. IWANN (1) Alberto Fernández, María José del Jesus, Francisco Herrera
2009	J	`jnl`	Individual and Social Strategies to Deal with Ignorance Situations in Multi-Person Decision Making. Int. J. Inf. Technol. Decis. Mak. Sergio Alonso, Enrique Herrera-Viedma, Francisco Chiclana, Francisco Herrera
2009	J	`jnl`	KEEL: a software tool to assess evolutionary algorithms for data mining problems. Soft Comput. Jesús Alcalá-Fdez, Luciano Sánchez, Salvador García, María José del Jesus, Sebastián Ventura, Josep Maria Garrell i Guiu, José Otero, Cristóbal Romero, Jaume Bacardit, Víctor M. Rivas, Juan Carlos Fernández, Francisco Herrera
2009	J	`jnl`	Learning the membership function contexts for mining fuzzy association rules by using genetic algorithms. Fuzzy Sets Syst. Jesús Alcalá-Fdez, Rafael Alcalá, María José Gacto, Francisco Herrera
2009	J	`jnl`	Linguistic decision making: Tools and applications. Inf. Sci. Luis Martínez-López, Da Ruan, Francisco Herrera, Enrique Herrera-Viedma, Paul P. Wang
2009	C	`conf`	Memetic Algorithm with Local Search Chaining for Continuous Optimization Problems: A Scalability Test. ISDA Daniel Molina, Manuel Lozano, Francisco Herrera
2009	B	`conf`	Memetic algorithm with Local search chaining for large scale continuous optimization problems. IEEE Congress on Evolutionary Computation Daniel Molina, Manuel Lozano, Francisco Herrera
2009	Misc	`conf`	Non-dominated Multi-objective Evolutionary Algorithm Based on Fuzzy Rules Extraction for Subgroup Discovery. HAIS Cristóbal J. Carmona, Pedro González, María José del Jesus, Francisco Herrera
2009	J	`jnl`	On the influence of an adaptive inference system in fuzzy rule based classification systems for imbalanced data-sets. Expert Syst. Appl. Alberto Fernández, María José del Jesus, Francisco Herrera
2009	—	`conf`	On the use of Measures of Separability of Classes to Characterise the Domains of Competence of a Fuzzy Rule Based Classification System. IFSA/EUSFLAT Conf. Julián Luengo, Francisco Herrera
2009	J	`jnl`	Special issue: Data mining and hybrid intelligent systems. Int. J. Hybrid Intell. Syst. Fatos Xhafa, Francisco Herrera, Mario Köppen
2009	—	`conf`	Study of the Influence of the Local Search Method in Memetic Algorithms for Large Scale Continuous Optimization Problems. LION Daniel Molina, Manuel Lozano, Francisco Herrera
2009	J	`jnl`	Visualization and evolution of the scientific structure of fuzzy sets research in Spain. Inf. Res. Antonio Gabriel López-Herrera, Manuel J. Cobo, Enrique Herrera-Viedma, Francisco Herrera, Rafael Bailón-Moreno, Evaristo Jiménez-Contreras
2009	J	`jnl`	h-Index: A review focused in its variants, computation and standardization for different scientific fields. J. Informetrics Sergio Alonso, Francisco Javier Cabrerizo, Enrique Herrera-Viedma, Francisco Herrera
2008	C	`ed.`	8th International Conference on Hybrid Intelligent Systems (HIS 2008), September 10-12, 2008, Barcelona, Spain HIS Fatos Xhafa, Francisco Herrera, Ajith Abraham, Mario Köppen, José Manuel Benítez
2008	J	`jnl`	A Fuzzy Linguistic Methodology to Deal With Unbalanced Linguistic Term Sets. IEEE Trans. Fuzzy Syst. Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez-López
2008	Misc	`conf`	A Multiobjective Evolutionary Algorithm for spam e-mail filtering. ISKE Antonio Gabriel López-Herrera, Enrique Herrera-Viedma, Francisco Herrera
2008	J	`jnl`	A Multiobjective Evolutionary Conceptual Clustering Methodology for Gene Annotation Within Structural Databases: A Case of Study on the Gene Ontology Database. IEEE Trans. Evol. Comput. Rocío Romero-Záliz, Cristina Rubio-Escudero, J. P. Cobb, Francisco Herrera, Oscar Cordón, Igor Zwir
2008	J	`jnl`	A Note on the Estimation of Missing Pairwise Preference Values: a Uninorm Consistency Based Method. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Francisco Chiclana, Enrique Herrera-Viedma, Sergio Alonso, Francisco Herrera
2008	C	`conf`	A Short Study on the Use of Genetic 2-Tuples Tuning for Fuzzy Rule Based Classification Systems in Imbalanced Data-Sets. HIS Alberto Fernández, María José del Jesus, Francisco Herrera
2008	J	`jnl`	A consistency-based procedure to estimate missing pairwise preference values. Int. J. Intell. Syst. Sergio Alonso, Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma, Jesús Alcalá-Fdez, Carlos Porcel
2008	J	`jnl`	A memetic algorithm for evolutionary prototype selection: A scaling up approach. Pattern Recognit. Salvador García, José Ramón Cano, Francisco Herrera
2008	—	`conf`	A novel genetic cooperative-competitive fuzzy rule based learning method using genetic programming for high dimensional problems. GEFS Francisco José Berlanga, María José del Jesus, Francisco Herrera
2008	J	`jnl`	A study of the behaviour of linguistic fuzzy rule based classification systems in the framework of imbalanced data-sets. Fuzzy Sets Syst. Alberto Fernández, Salvador García, María José del Jesus, Francisco Herrera
2008	J	`jnl`	An Interactive Decision Support System Based on Consistency Criteria. J. Multiple Valued Log. Soft Comput. Sergio Alonso, Francisco Javier Cabrerizo, Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma
2008	B	`conf`	Construction of consistent fuzzy preference relations using uninorms. FUZZ-IEEE Francisco Chiclana, Sergio Alonso, Enrique Herrera-Viedma, Francisco Herrera
2008	Misc	`conf`	Design of Experiments in Computational Intelligence: On the Use of Statistical Inference. HAIS Salvador García, Francisco Herrera
2008	C	`conf`	Evolutionary Training Set Selection to Optimize C4.5 in Imbalanced Problems. HIS Salvador García, Francisco Herrera
2008	—	`book`	Fuzzy Sets and Their Extensions: Representation, Aggregation and Models - Intelligent Systems from Decision Making to Data Mining, Web Intelligence and Computer Vision Fuzzy Sets and Their Extensions: Representation, Aggregation and Models Humberto Bustince Sola, Francisco Herrera, Javier Montero
2008	J	`jnl`	Genetic fuzzy systems: taxonomy, current research trends and prospects. Evol. Intell. Francisco Herrera
2008	J	`jnl`	Global and local real-coded genetic algorithms based on parent-centric crossover operators. Eur. J. Oper. Res. Carlos García-Martínez, Manuel Lozano, Francisco Herrera, Daniel Molina, Ana M. Sánchez
2008	J	`jnl`	Guest Editors' Introduction. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Francisco Chiclana, Enrique Herrera-Viedma, Sergio Alonso, Francisco Herrera
2008	—	`conf`	KEEL: A data mining software tool integrating genetic fuzzy systems. GEFS Jesús Alcalá-Fdez, Salvador García, Francisco José Berlanga, Alberto Fernández, Luciano Sánchez, María José del Jesus, Francisco Herrera
2008	Misc	`conf`	Knowledge Base Learning of Linguistic Fuzzy Rule-Based Systems in a Multi-objective Evolutionary Framework. HAIS Pietro Ducange, Rafael Alcalá, Francisco Herrera, Beatrice Lazzerini, Francesco Marcelloni
2008	J	`jnl`	Making CN2-SD subgroup discovery algorithm scalable to large size data sets using instance selection. Expert Syst. Appl. José Ramón Cano, Francisco Herrera, Manuel Lozano, Salvador García
2008	—	`conf`	Memetic Algorithm for Intense Local Search Methods Using Local Search Chains. Hybrid Metaheuristics Daniel Molina, Manuel Lozano, Carlos García-Martínez, Francisco Herrera
2008	—	`ch.`	On the Usefulness of MOEAs for Getting Compact FRBSs Under Parameter Tuning and Rule Selection. Multi-Objective Evolutionary Algorithms for Knowledge Discovery from Databases Rafael Alcalá, Jesús Alcalá-Fdez, María José Gacto, Francisco Herrera
2008	J	`jnl`	Real-parameter crossover operators with multiple descendents: An experimental study. Int. J. Intell. Syst. Ana M. Sánchez, Manuel Lozano, Carlos García-Martínez, Daniel Molina, Francisco Herrera
2008	J	`jnl`	Replacement strategies to preserve useful diversity in steady-state genetic algorithms. Inf. Sci. Manuel Lozano, Francisco Herrera, José Ramón Cano
2008	—	`ch.`	Subgroup Discovery with Linguistic Rules. Fuzzy Sets and Their Extensions: Representation, Aggregation and Models María José del Jesus, Pedro González, Francisco Herrera
2008	J	`jnl`	Subgroup discover in large size data sets preprocessed using stratified instance selection for increasing the presence of minority classes. Pattern Recognit. Lett. José Ramón Cano, Salvador García, Francisco Herrera
2008	C	`conf`	Visualizing the Hybridizations between the Fuzzy Logic Field and the Other Soft-Computing Techniques. HIS Antonio Gabriel López-Herrera, Manuel J. Cobo, Enrique Herrera-Viedma, Francisco Herrera
2007	J	`jnl`	A Consensus Model for Group Decision Making With Incomplete Fuzzy Preference Relations. IEEE Trans. Fuzzy Syst. Enrique Herrera-Viedma, Sergio Alonso, Francisco Chiclana, Francisco Herrera
2007	B	`conf`	A Multi-Objective Evolutionary Algorithm for Rule Selection and Tuning on Fuzzy Rule-Based Systems. FUZZ-IEEE Rafael Alcalá, Jesús Alcalá-Fdez, María José Gacto, Francisco Herrera
2007	J	`jnl`	A Multi-Objective Genetic Algorithm for Tuning and Rule Selection to Obtain Accurate and Compact Linguistic Fuzzy Rule-Based Systems. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Rafael Alcalá, María José Gacto, Francisco Herrera, Jesús Alcalá-Fdez
2007	J	`jnl`	A Proposal for the Genetic Lateral Tuning of Linguistic Fuzzy Systems and Its Interaction With Rule Selection. IEEE Trans. Fuzzy Syst. Rafael Alcalá, Jesús Alcalá-Fdez, Francisco Herrera
2007	Misc	`conf`	A Study on the Use of Statistical Tests for Experimentation with Neural Networks. IWANN Julián Luengo, Salvador García, Francisco Herrera
2007	Misc	`conf`	A Study on the Use of the Fuzzy Reasoning Method Based on the Winning Rule vs. Voting Procedure for Classification with Imbalanced Data Sets. IWANN Alberto Fernández, Salvador García, María José del Jesus, Francisco Herrera
2007	J	`jnl`	A taxonomy and an empirical analysis of multiple objective ant colony optimization algorithms for the bi-criteria TSP. Eur. J. Oper. Res. Carlos García-Martínez, Oscar Cordón, Francisco Herrera
2007	—	`conf`	An Analysis of the Rule Weights and Fuzzy Reasoning Methods for Linguistic Rule Based Classification Systems Applied to Problems with Highly Imbalanced Data Sets. WILF Alberto Fernández, Salvador García, Francisco Herrera, María José del Jesus
2007	B	`conf`	Consistency of Reciprocal Preference Relations. FUZZ-IEEE Francisco Chiclana, Enrique Herrera-Viedma, Sergio Alonso, Francisco Herrera
2007	J	`jnl`	Cooperative Evolutionary Learning of Linguistic Fuzzy Rules and Parametric Aggregation Connectors for Mamdani Fuzzy Systems. IEEE Trans. Fuzzy Syst. Francisco Alfredo Márquez, Antonio Peregrín, Francisco Herrera
2007	J	`jnl`	Evolutionary Fuzzy Rule Induction Process for Subgroup Discovery: A Case Study in Marketing. IEEE Trans. Fuzzy Syst. María José del Jesus, Pedro González, Francisco Herrera, Mikel Mesonero
2007	J	`jnl`	Evolutionary stratified training set selection for extracting classification rules with trade off precision-interpretability. Data Knowl. Eng. José Ramón Cano, Francisco Herrera, Manuel Lozano
2007	B	`conf`	Genetic Learning of Membership Functions for Mining Fuzzy Association Rules. FUZZ-IEEE Rafael Alcalá, Jesús Alcalá-Fdez, María José Gacto, Francisco Herrera
2007	J	`jnl`	Genetic learning of accurate and compact fuzzy rule based systems based on the 2-tuples linguistic representation. Int. J. Approx. Reason. Rafael Alcalá, Jesús Alcalá-Fdez, Francisco Herrera, José Otero
2007	J	`jnl`	Group Decision-Making Model With Incomplete Fuzzy Preference Relations Based on Additive Consistency. IEEE Trans. Syst. Man Cybern. Part B Enrique Herrera-Viedma, Francisco Chiclana, Francisco Herrera, Sergio Alonso
2007	J	`jnl`	Increasing fuzzy rules cooperation based on evolutionary adaptive inference systems. Int. J. Intell. Syst. Jesús Alcalá-Fdez, Francisco Herrera, Francisco Alfredo Márquez, Antonio Peregrín
2007	J	`jnl`	Local identification of prototypes for genetic learning of accurate TSK fuzzy rule-based systems. Int. J. Intell. Syst. Rafael Alcalá, Jesús Alcalá-Fdez, Jorge Casillas, Oscar Cordón, Francisco Herrera
2007	—	`conf`	Multi-objective Evolutionary Algorithms in the Automatic Learning of Boolean Queries: A Comparative Study. IFSA (2) Antonio Gabriel López-Herrera, Enrique Herrera-Viedma, Francisco Herrera, Carlos Porcel, Sergio Alonso
2007	—	`conf`	Multiobjective Genetic Algorithm for Extracting Subgroup Discovery Fuzzy Rules. MCDM María José del Jesus, Pedro González, Francisco Herrera
2007	B	`conf`	Niching Genetic Feature Selection Algorithms Applied to the Design of Fuzzy Rule-based Classification Systems. FUZZ-IEEE Jose Joaquin Aguilera, Manuel Chica, María José del Jesus, Francisco Herrera
2007	J	`jnl`	Rule Base Reduction and Genetic Tuning of Fuzzy Systems Based on the Linguistic 3-tuples Representation. Soft Comput. Rafael Alcalá, Jesús Alcalá-Fdez, María José Gacto, Francisco Herrera
2007	J	`jnl`	Some induced ordered weighted averaging operators and their use for solving group decision-making problems based on fuzzy preference relations. Eur. J. Oper. Res. Francisco Chiclana, Enrique Herrera-Viedma, Francisco Herrera, Sergio Alonso
2007	J	`jnl`	Special Issue on Genetic Fuzzy Systems and the Interpretability-Accuracy Trade-off. Int. J. Approx. Reason. Jorge Casillas, Francisco Herrera, Raúl Pérez, María José del Jesus, Pedro Villar
2007	B	`conf`	Visualizing Consensus in Group Decision Making Situations. FUZZ-IEEE Sergio Alonso, Enrique Herrera-Viedma, Francisco Javier Cabrerizo, Francisco Chiclana, Francisco Herrera
2006	Misc	`conf`	A Genetic-Programming-Based Approach for the Learning of Compact Fuzzy Rule-Based Classification Systems. ICAISC Francisco José Berlanga, María José del Jesus, María José Gacto, Francisco Herrera
2006	C	`conf`	A Proposal of Evolutionary Prototype Selection for Class Imbalance Problems. IDEAL Salvador García, José Ramón Cano, Alberto Fernández, Francisco Herrera
2006	J	`jnl`	Continuous scatter search: An analysis of the integration of some combination methods and improvement strategies. Eur. J. Oper. Res. Francisco Herrera, Manuel Lozano, Daniel Molina
2006	C	`conf`	Genetic Lateral and Amplitude Tuning with Rule Selection for Fuzzy Control of Heating, Ventilating and Air Conditioning Systems. IEA/AIE Rafael Alcalá, Jesús Alcalá-Fdez, Francisco José Berlanga, María José Gacto, Francisco Herrera
2006	J	`jnl`	Hybrid learning models to get the interpretability-accuracy trade-off in fuzzy modeling. Soft Comput. Rafael Alcalá, Jesús Alcalá-Fdez, Jorge Casillas, Oscar Cordón, Francisco Herrera
2006	B	`conf`	Improving Fuzzy Rule-Based Decision Models by Means of a Genetic 2-Tuples Based Tuning and the Rule Selection. MDAI Rafael Alcalá, Jesús Alcalá-Fdez, Francisco José Berlanga, María José Gacto, Francisco Herrera
2006	C	`conf`	Incorporating Knowledge in Evolutionary Prototype Selection. IDEAL Salvador García, José Ramón Cano, Francisco Herrera
2006	A*	`conf`	Multiobjective Evolutionary Induction of Subgroup Discovery Fuzzy Rules: A Case Study in Marketing. ICDM Francisco José Berlanga, María José del Jesus, Pedro González, Francisco Herrera, Mikel Mesonero
2006	J	`jnl`	New trends in fuzzy modeling. part II: applications. Soft Comput. Adel M. Alimi, Francisco Herrera
2006	J	`jnl`	New trends in the fuzzy modeling part I: novel approaches. Soft Comput. Adel M. Alimi, Francisco Herrera
2006	J	`jnl`	On the combination of evolutionary algorithms and stratified strategies for training set selection in data mining. Appl. Soft Comput. José Ramón Cano, Francisco Herrera, Manuel Lozano
2006	J	`jnl`	Recent advancements of fuzzy sets: Theory and practice. Inf. Sci. Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez-López, Paul P. Wang
2006	B	`conf`	Strategies to Manage Ignorance Situations in Multiperson Decision Making Problems. MDAI Sergio Alonso, Enrique Herrera-Viedma, Francisco Chiclana, Francisco Herrera, Carlos Porcel
2005	J	`jnl`	A genetic rule weighting and selection process for fuzzy control of heating, ventilating and air conditioning systems. Eng. Appl. Artif. Intell. Rafael Alcalá, Jorge Casillas, Oscar Cordón, Antonio González, Francisco Herrera
2005	J	`jnl`	A multigranular hierarchical linguistic model for design evaluation based on safety and cost analysis. Int. J. Intell. Syst. Luis Martínez-López, Jun Liu, Jian-Bo Yang, Francisco Herrera
2005	B	`conf`	Adaptive local search parameters for real-coded memetic algorithms. Congress on Evolutionary Computation Daniel Molina, Francisco Herrera, Manuel Lozano
2005	—	`conf`	An Approach to Consensus Reaching in Multiperson Decision Making Problems with Incomplete Information. EUSFLAT Conf. Sergio Alonso, Enrique Herrera-Viedma, Francisco Chiclana, Francisco Herrera
2005	J	`jnl`	Editorial Real coded genetic algorithms. Soft Comput. Francisco Herrera, Manuel Lozano
2005	—	`ch.`	Evolutionary Induction of Descriptive Rules in a Market Problem. Intelligent Data Mining María José del Jesus, Pedro González, Francisco Herrera, Mikel Mesonero
2005	B	`conf`	Genetic Learning of the Knowledge Base of a Fuzzy System by Using the Linguistic 2-Tuples Representation. FUZZ-IEEE Rafael Alcalá, Jesús Alcalá-Fdez, Francisco Herrera, José Otero
2005	J	`jnl`	Genetic tuning of fuzzy rule deep structures preserving interpretability and its interaction with fuzzy rule set reduction. IEEE Trans. Fuzzy Syst. Jorge Casillas, Oscar Cordón, María José del Jesus, Francisco Herrera
2005	J	`jnl`	Hybrid crossover operators for real-coded genetic algorithms: an experimental study. Soft Comput. Francisco Herrera, Manuel Lozano, Ana M. Sánchez
2005	—	`conf`	Learning compact fuzzy rule-based classification systems with genetic programming. EUSFLAT Conf. Francisco José Berlanga, María José del Jesus, Francisco Herrera
2005	J	`jnl`	Learning cooperative linguistic fuzzy rules using the best-worst ant system algorithm. Int. J. Intell. Syst. Jorge Casillas, Oscar Cordón, Iñaki Fernández de Viana, Francisco Herrera
2005	J	`jnl`	Managing non-homogeneous information in group decision making. Eur. J. Oper. Res. Francisco Herrera, Luis Martínez-López, Pedro J. Sánchez
2005	J	`jnl`	Stratification for scaling up evolutionary prototype selection. Pattern Recognit. Lett. José Ramón Cano, Francisco Herrera, Manuel Lozano
2005	—	`ch.`	Techniques to Improve Multi-Agent Systems for Searching and Mining the Web. Intelligent Data Mining Enrique Herrera-Viedma, Carlos Porcel, Francisco Herrera, Luis Martínez-López, Antonio Gabriel López-Herrera
2005	J	`jnl`	Use of an ANFIS Network for Relative Humidity Behaviour Modelling on the South Region of Jalisco, México. Res. Comput. Sci. Francisco Herrera, Marco Castro, Marco Gamboa
2004	B	`conf`	A Learning Procedure to Estimate Missing Values in Fuzzy Preference Relations Based on Additive Consistency. MDAI Sergio Alonso, Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma
2004	J	`jnl`	A Study on the Evolutionary Adaptive Defuzzification Methods in Fuzzy Modeling. Int. J. Hybrid Intell. Syst. Oscar Cordón, Francisco Herrera, Francisco Alfredo Márquez, Antonio Peregrín
2004	—	`conf`	An Empirical Analysis of Multiple Objective Ant Colony Optimization Algorithms for the Bi-criteria TSP. ANTS Workshop Carlos García-Martínez, Oscar Cordón, Francisco Herrera
2004	J	`jnl`	Genetic fuzzy systems. New developments. Fuzzy Sets Syst. Oscar Cordón, Fernando A. C. Gomide, Francisco Herrera, Frank Hoffmann, Luis Magdalena
2004	B	`conf`	Genetic tuning on fuzzy systems based on the linguistic 2-tuples representation. FUZZ-IEEE Rafael Alcalá, Francisco Herrera
2004	J	`jnl`	Incorporating filtering techniques in a fuzzy linguistic multi-agent model for information gathering on the web. Fuzzy Sets Syst. Enrique Herrera-Viedma, Francisco Herrera, Luis Martínez-López, Juan Carlos Herrera, Antonio Gabriel López-Herrera
2004	J	`jnl`	Induced ordered weighted geometric operators and their use in the aggregation of multiplicative preference relations. Int. J. Intell. Syst. Francisco Chiclana, Enrique Herrera-Viedma, Francisco Herrera, Sergio Alonso
2004	J	`jnl`	Rationality of induced ordered weighted operators based on the reliability of the source of information in group decision-making. Kybernetika Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma
2004	J	`jnl`	Real-Coded Memetic Algorithms with Crossover Hill-Climbing. Evol. Comput. Manuel Lozano, Francisco Herrera, Natalio Krasnogor, Daniel Molina
2004	J	`jnl`	Some issues on consistency of fuzzy preference relations. Eur. J. Oper. Res. Enrique Herrera-Viedma, Francisco Herrera, Francisco Chiclana, María Luque
2004	J	`jnl`	Ten years of genetic fuzzy systems: current framework and new trends. Fuzzy Sets Syst. Oscar Cordón, Fernando A. C. Gomide, Francisco Herrera, Frank Hoffmann, Luis Magdalena
2003	J	`jnl`	A hierarchical knowledge-based environment for linguistic modeling: models and iterative methodology. Fuzzy Sets Syst. Oscar Cordón, Francisco Herrera, Igor Zwir
2003	J	`jnl`	A note on the reciprocity in the aggregation of fuzzy preference relations using OWA operators. Fuzzy Sets Syst. Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez-López
2003	J	`jnl`	A study of the origin and uses of the ordered weighted geometric operator in multicriteria decision making. Int. J. Intell. Syst. Francisco Herrera, Enrique Herrera-Viedma, Francisco Chiclana
2003	J	`jnl`	A taxonomy for the crossover operator for real-coded genetic algorithms: An experimental study. Int. J. Intell. Syst. Francisco Herrera, Manuel Lozano, Ana M. Sánchez
2003	J	`jnl`	Author's reply [to comments on 'A proposal to improve the accuracy of linguistic modelling']. IEEE Trans. Fuzzy Syst. Oscar Cordón, Francisco Herrera
2003	—	`ch.`	Combining Rule Weight Learning and Rule Selection to Obtain Simpler and More Accurate Linguistic Fuzzy Models. Modelling with Words Rafael Alcalá, Oscar Cordón, Francisco Herrera
2003	—	`conf`	Current issues and future directions in evolutionary fuzzy systems research. EUSFLAT Conf. Brian Carse, Anthony G. Pipe, Ingo Renners, Adolf Grauel, Antonio Fernandez Gómez-Skarmeta, Fernando Jiménez, Gracia Sánchez, Oscar Cordón, Francisco Herrera, Fernando A. C. Gomide, Igor Walter, Antonio González Muñoz, Raúl Pérez
2003	J	`jnl`	Editorial: Preference modeling and applications: EUROFUSE 2001. Int. J. Intell. Syst. Bernard De Baets, Miguel Delgado, János C. Fodor, Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez-López
2003	J	`jnl`	Finding multiple solutions in job shop scheduling by niching genetic algorithms. J. Intell. Manuf. Elena Pérez, Francisco Herrera, Cesáreo Hernández-Iglesias
2003	J	`jnl`	Fuzzy adaptive genetic algorithms: design, taxonomy, and future directions. Soft Comput. Francisco Herrera, Manuel Lozano
2003	—	`conf`	Genetic adaption of rule connectives and conjunction operators in fuzzy rule based systems: an experimental comparative study. EUSFLAT Conf. Francisco Herrera, Francisco Alfredo Márquez, Antonio Peregrín
2003	—	`conf`	Genetic learning of accurate TS models based on local fuzzy prototyping. EUSFLAT Conf. Rafael Alcalá, Jesús Alcalá-Fdez, Jorge Casillas, Oscar Cordón, Francisco Herrera
2003	J	`jnl`	Linguistic modeling with hierarchical systems of weighted linguistic rules. Int. J. Approx. Reason. Rafael Alcalá, José Ramón Cano, Oscar Cordón, Francisco Herrera, Pedro Villar, Igor Zwir
2003	J	`jnl`	Linguistic modeling with weighted double-consequent fuzzy rules based on cooperative coevolutionary learning. Integr. Comput. Aided Eng. Rafael Alcalá, Jorge Casillas, Oscar Cordón, Francisco Herrera
2003	J	`jnl`	Preference modelling and applications: Selected papers from EUROFUSE 2001, Granada. Fuzzy Sets Syst. Bernard De Baets, Miguel Delgado, Francisco Herrera, Enrique Herrera-Viedma, János C. Fodor, Luis Martínez-López
2003	J	`jnl`	Using evolutionary algorithms as instance selection for data reduction in KDD: an experimental study. IEEE Trans. Evol. Comput. José Ramón Cano, Francisco Herrera, Manuel Lozano
2002	—	`conf`	A GRASP Algorithm for Clustering. IBERAMIA José Ramón Cano, Oscar Cordón, Francisco Herrera, Luciano Sánchez
2002	—	`conf`	A Prediction System for Cardiovascularity Diseases Using Genetic Fuzzy Rule-Based Systems. IBERAMIA Oscar Cordón, Francisco Herrera, J. de la Montaña, Ana M. Sánchez, Pedro Villar
2002	J	`jnl`	A communication model based on the 2-tuple fuzzy linguistic representation for a distributed intelligent agent system on Internet. Soft Comput. Miguel Delgado, Francisco Herrera, Enrique Herrera-Viedma, María J. Martín-Bautista, Luis Martínez-López, María Amparo Vila Miranda
2002	J	`jnl`	A consensus model for multiperson decision making with different preference structures. IEEE Trans. Syst. Man Cybern. Part A Enrique Herrera-Viedma, Francisco Herrera, Francisco Chiclana
2002	J	`jnl`	A greedy randomized adaptive search procedure applied to the clustering problem as an initialization process using K-Means as a local search procedure. J. Intell. Fuzzy Syst. José Ramón Cano, Oscar Cordón, Francisco Herrera, Luciano Sánchez
2002	J	`jnl`	A linguistic decision model for promotion mix management solved with genetic algorithms. Fuzzy Sets Syst. Francisco Herrera, Enrique López, Miguel Ángel Rodríguez
2002	J	`jnl`	A note on the internal consistency of various preference representations. Fuzzy Sets Syst. Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma
2002	—	`conf`	Analysis of the Best-Worst Ant System and Its Variants on the QAP. Ant Algorithms Oscar Cordón, Iñaki Fernández de Viana, Francisco Herrera
2002	J	`jnl`	COR: a methodology to improve ad hoc data-driven linguistic rule learning methods by inducing cooperation among rules. IEEE Trans. Syst. Man Cybern. Part B Jorge Casillas, Oscar Cordón, Francisco Herrera
2002	—	`conf`	Group Decision Making Based on the Linguistic 2-Tuple Model in Heterogeneous Contexts. ICEIS Francisco Herrera, Luis Martínez-López
2002	Misc	`conf`	Hybridizing Hierarchical and Weighted Linguistic Rules. SAC Rafael Alcalá, Jorge Casillas, Oscar Cordón, Francisco Herrera, Igor Zwir
2002	—	`conf`	Improving Simple Linguistic Fuzzy Models by Means of the Weighted COR Methodology. IBERAMIA Rafael Alcalá, Jorge Casillas, Oscar Cordón, Francisco Herrera
2002	—	`conf`	Insurance Market Risk Modeling with Hierarchical Fuzzy Rule Based Systems. ICEIS Rafael Alcalá, Oscar Cordón, Francisco Herrera, Igor Zwir
2002	J	`jnl`	Linguistic modeling by hierarchical systems of linguistic rules. IEEE Trans. Fuzzy Syst. Oscar Cordón, Francisco Herrera, Igor Zwir
2002	—	`conf`	Multiple Crossover per Couple with Selection of the Two Best Offspring: An Experimental Study with the BLX-alpha Crossover Operator for Real-Coded Genetic Algorithms. IBERAMIA Francisco Herrera, Manuel Lozano, Elena Pérez, Ana M. Sánchez, Pedro Villar
2001	—	`conf`	A cooperative coevolutionary algorithm for jointly learning fuzzy rule bases and membership functions. EUSFLAT Conf. Jorge Casillas, Oscar Cordón, Francisco Herrera
2001	J	`jnl`	A genetic learning process for the scaling factors, granularity and contexts of the fuzzy rule-based system data base. Inf. Sci. Oscar Cordón, Francisco Herrera, Luis Magdalena, Pedro Villar
2001	J	`jnl`	A linguistic decision model for personnel management solved with a linguistic biobjective genetic algorithm. Fuzzy Sets Syst. Francisco Herrera, Enrique López, Cristina Mendaña, Miguel Ángel Rodríguez
2001	J	`jnl`	A model based on linguistic 2-tuples for dealing with multigranular hierarchical linguistic contexts in multi-expert decision-making. IEEE Trans. Syst. Man Cybern. Part B Francisco Herrera, Luis Martínez-López
2001	J	`jnl`	Adaptive genetic operators based on coevolution with fuzzy behaviors. IEEE Trans. Evol. Comput. Francisco Herrera, Manuel Lozano
2001	J	`jnl`	Building fuzzy graphs: Features and taxonomy of learning for non-grid-oriented fuzzy rule-based systems. J. Intell. Fuzzy Syst. Rafael Alcalá, Jorge Casillas, Oscar Cordón, Francisco Herrera
2001	—	`conf`	Cooperative Coevolution for Learning Fuzzy Rule-Based Systems. Artificial Evolution Jorge Casillas, Oscar Cordón, Francisco Herrera, Juan Julián Merelo Guervós
2001	—	`conf`	Feature Selection Algorithms Applied to Parkinson's Disease. ISMDA M. Navío, Jose Joaquin Aguilera, María José del Jesus, R. González, Francisco Herrera, C. Iríbar
2001	J	`jnl`	Fuzzy modeling by hierarchically built fuzzy rule bases. Int. J. Approx. Reason. Oscar Cordón, Francisco Herrera, Igor Zwir
2001	J	`jnl`	Generating the knowledge base of a fuzzy rule-based system by the genetic learning of the data base. IEEE Trans. Fuzzy Syst. Oscar Cordón, Francisco Herrera, Pedro Villar
2001	—	`book`	Genetic Fuzzy Systems - Evolutionary Tuning and Learning of Fuzzy Knowledge Bases Oscar Cordón, Francisco Herrera, Frank Hoffmann, Luis Magdalena
2001	J	`jnl`	Genetic feature selection in a fuzzy rule-based classification system learning process for high-dimensional problems. Inf. Sci. Jorge Casillas, Oscar Cordón, María José del Jesus, Francisco Herrera
2001	J	`jnl`	Guest Editorial - Computing with Words: Foundations and Applications. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Francisco Herrera, Enrique Herrera-Viedma
2001	J	`jnl`	Hybridizing genetic algorithms with sharing scheme and evolution strategies for designing approximate fuzzy rule-based systems. Fuzzy Sets Syst. Oscar Cordón, Francisco Herrera
2001	J	`jnl`	Integrating multiplicative preference relations in a multipurpose decision-making model based on fuzzy preference relations. Fuzzy Sets Syst. Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma
2001	—	`conf`	Linguistic modeling with weighted double-consequent fuzzy rules based on cooperative coevolution. EUSFLAT Conf. Rafael Alcalá, Jorge Casillas, Oscar Cordón, Francisco Herrera
2001	J	`jnl`	Multiperson decision-making based on multiplicative preference relations. Eur. J. Oper. Res. Francisco Herrera, Enrique Herrera-Viedma, Francisco Chiclana
2001	J	`jnl`	Recent advances in genetic fuzzy systems - Guest editorial. Inf. Sci. Oscar Cordón, Francisco Herrera, Frank Hoffmann, Luis Magdalena
2001	J	`jnl`	The 2-Tuple Linguistic Computational Model. Advantages of Its Linguistic Description, Accuracy and Consistency. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Francisco Herrera, Luis Martínez-López
2000	J	`jnl`	A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans. Fuzzy Syst. Francisco Herrera, Luis Martínez-López
2000	J	`jnl`	A fusion approach for managing multi-granularity linguistic term sets in decision making. Fuzzy Sets Syst. Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez-López
2000	J	`jnl`	A proposal for improving the accuracy of linguistic modeling. IEEE Trans. Fuzzy Syst. Oscar Cordón, Francisco Herrera
2000	A	`conf`	Adaptic Control of the Mutation Probability by Fuzzy Logic Controllers. PPSN Francisco Herrera, Manuel Lozano
2000	J	`jnl`	An Approach for Combining Linguistic and Numerical Information Based on the 2-Tuple Fuzzy Linguistic Representation Model in Decision-Making. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Francisco Herrera, Luis Martínez-López
2000	J	`jnl`	Analysis and guidelines to obtain a good uniform fuzzy partition granularity for fuzzy rule-based systems using simulated annealing. Int. J. Approx. Reason. Oscar Cordón, Francisco Herrera, Pedro Villar
2000	J	`jnl`	Choice functions and mechanisms for linguistic preference relations. Eur. J. Oper. Res. Francisco Herrera, Enrique Herrera-Viedma
2000	J	`jnl`	Gradual distributed real-coded genetic algorithms. IEEE Trans. Evol. Comput. Francisco Herrera, Manuel Lozano
2000	J	`jnl`	Linguistic decision analysis: steps for solving decision problems under linguistic information. Fuzzy Sets Syst. Francisco Herrera, Enrique Herrera-Viedma
2000	J	`jnl`	Portable data acquisition system for EKG measurements in marine environments. Comput. Methods Programs Biomed. M. Rodríguez, Alejandro Ayala, Fernando L. Rosa, Francisco Herrera, Silvestre Rodríguez, Mario Díaz-González
2000	J	`jnl`	Searching for basic properties obtaining robust implication operators in fuzzy control. Fuzzy Sets Syst. Oscar Cordón, Francisco Herrera, Antonio Peregrín
2000	J	`jnl`	Two-Loop Real-Coded Genetic Algorithms with Adaptive Control of Mutation Step Sizes. Appl. Intell. Francisco Herrera, Manuel Lozano
1999	J	`jnl`	A proposal on reasoning methods in fuzzy rule-based classification systems. Int. J. Approx. Reason. Oscar Cordón, María José del Jesus, Francisco Herrera
1999	—	`conf`	A selection method based on the 2-tuple linguistic representation model for decision-making problems with multi-granularity linguistic information. EUSFLAT-ESTYLF Joint Conf. Francisco Herrera, Luis Martínez-López
1999	J	`jnl`	A two-stage evolutionary process for designing TSK fuzzy rule-based systems. IEEE Trans. Syst. Man Cybern. Part B Oscar Cordón, Francisco Herrera
1999	B	`conf`	ALM: A Methodology for Designing Accurate Linguistic Models for Intelligent Data Analysis. IDA Oscar Cordón, Francisco Herrera
1999	—	`conf`	Characterisation of implication operators in fuzzy rule based systems from basic properties. EUSFLAT-ESTYLF Joint Conf. Oscar Cordón, Francisco Herrera, Antonio Peregrín
1999	J	`jnl`	Hierarchical distributed genetic algorithms. Int. J. Intell. Syst. Francisco Herrera, Manuel Lozano, Claudio Moraga
1999	—	`conf`	Influence of fuzzy partition granularity on fuzzy rule-based system behaviour. EUSFLAT-ESTYLF Joint Conf. Oscar Cordón, Francisco Herrera, Pedro Villar
1999	J	`jnl`	MOGUL: A methodology to obtain genetic fuzzy rule-based systems under the iterative rule learning approach. Int. J. Intell. Syst. Oscar Cordón, María José del Jesus, Francisco Herrera, Manuel Lozano
1999	J	`jnl`	Solving Electrical Distribution Problems Using Hybrid Evolutionary Data Analysis Techniques. Appl. Intell. Oscar Cordón, Francisco Herrera, Luciano Sánchez
1999	J	`jnl`	Solving an assignment-selection problem with verbal information and using genetic algorithms. Eur. J. Oper. Res. Francisco Herrera, Enrique López, Cristina Mendaña, Miguel Ángel Rodríguez
1998	J	`jnl`	A learning process for fuzzy control rules using genetic algorithms. Fuzzy Sets Syst. Francisco Herrera, Manuel Lozano, José L. Verdegay
1998	J	`jnl`	Choice processes for non-homogeneous group decision making in linguistic setting. Fuzzy Sets Syst. Francisco Herrera, Enrique Herrera-Viedma, José L. Verdegay
1998	J	`jnl`	Combining Numerical and Linguistic Information in Group Decision Making. Inf. Sci. Miguel Delgado, Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez-López
1998	—	`conf`	Computing the Spanish Medium Electrical Line Maintenance Costs by means of Evolution-Based Learning Processes. IEA/AIE (Vol. 1) Oscar Cordón, Francisco Herrera, Luciano Sánchez
1998	J	`jnl`	Genetic learning of fuzzy rule-based classification systems cooperating with fuzzy reasoning methods. Int. J. Intell. Syst. Oscar Cordón, María José del Jesus, Francisco Herrera
1998	A	`conf`	Hybrid Distributed Real-Coded Genetic Algorithms. PPSN Francisco Herrera, Manuel Lozano, Claudio Moraga
1998	J	`jnl`	Integrating three representation models in fuzzy multipurpose decision making based on fuzzy preference relations. Fuzzy Sets Syst. Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma
1998	J	`jnl`	Introduction: Genetic fuzzy systems. Int. J. Intell. Syst. Francisco Herrera, Luis Magdalena
1998	J	`jnl`	Modelado cualitativo utilizando una metodología evolutiva de aprendizaje iterativo de bases de reglas difusas. Inteligencia Artif. Oscar Cordón, María José del Jesus, Francisco Herrera, Manuel Lozano
1998	J	`jnl`	Tackling Real-Coded Genetic Algorithms: Operators and Tools for Behavioural Analysis. Artif. Intell. Rev. Francisco Herrera, Manuel Lozano, José L. Verdegay
1997	J	`jnl`	A rational consensus model in group decision making using linguistic assessments. Fuzzy Sets Syst. Francisco Herrera, Enrique Herrera-Viedma, José L. Verdegay
1997	J	`jnl`	A three-stage evolutionary process for learning descriptive and approximate fuzzy-logic-controller knowledge bases from examples. Int. J. Approx. Reason. Oscar Cordón, Francisco Herrera
1997	J	`jnl`	Aggregation operators for linguistic weighted information. IEEE Trans. Syst. Man Cybern. Part A Francisco Herrera, Enrique Herrera-Viedma
1997	J	`jnl`	Applicability of the fuzzy operators in the design of fuzzy logic controllers. Fuzzy Sets Syst. Oscar Cordón, Francisco Herrera, Antonio Peregrín
1997	J	`jnl`	Fuzzy connectives based crossover operators to model genetic algorithms population diversity. Fuzzy Sets Syst. Francisco Herrera, Manuel Lozano, José L. Verdegay
1997	J	`jnl`	Fuzzy sets and operations research: Perspectives. Fuzzy Sets Syst. Francisco Herrera, José L. Verdegay
1997	J	`jnl`	Linguistic measures based on fuzzy coincidence for reaching consensus in group decision making. Int. J. Approx. Reason. Francisco Herrera, Enrique Herrera-Viedma, José L. Verdegay
1997	J	`jnl`	Special issue on genetic fuzzy systems for control and robotics-- Preface. Int. J. Approx. Reason. Francisco Herrera
1996	A	`conf`	A Three-Stage Method for Designing Genetic Fuzzy Systems by Learning from Examples. PPSN Oscar Cordón, Francisco Herrera, Manuel Lozano
1996	J	`jnl`	A model of consensus in group decision making under linguistic assessments. Fuzzy Sets Syst. Francisco Herrera, Enrique Herrera-Viedma, José L. Verdegay
1996	J	`jnl`	Direct approach processes in group decision making using linguistic OWA operators. Fuzzy Sets Syst. Francisco Herrera, Enrique Herrera-Viedma, José L. Verdegay
1996	J	`jnl`	Dynamic and heuristic fuzzy connectives-based crossover operators for controlling the diversity and convergence of real-coded genetic algorithms. Int. J. Intell. Syst. Francisco Herrera, Manuel Lozano, José L. Verdegay
1996	J	`jnl`	Fuzzy boolean programming problems with fuzzy costs: A general study. Fuzzy Sets Syst. Francisco Herrera, José L. Verdegay
1996	A	`conf`	Heuristic Crossovers for Real-Coded Genetic Algorithms Based on Fuzzy Connectives. PPSN Francisco Herrera, Manuel Lozano
1995	J	`jnl`	A Sequential Selection Process in Group Decision Making with a Linguistic Assessment Approach. Inf. Sci. Francisco Herrera, Enrique Herrera-Viedma, José L. Verdegay
1995	J	`jnl`	Tuning fuzzy logic controllers by genetic algorithms. Int. J. Approx. Reason. Francisco Herrera, Manuel Lozano, José L. Verdegay
1994	J	`jnl`	Homogeneous Linear fuzzy Functions and Ranking Methods in fuzzy Linear Programming Problems. Int. J. Uncertain. Fuzziness Knowl. Based Syst. Francisco Herrera, José L. Verdegay, Margit Kovács
1994	J	`jnl`	Knowledge-based systems and fuzzy boolean programming. Int. J. Intell. Syst. Juan Luis Castro, Francisco Herrera, José L. Verdegay