Michal Wozniak

351 papers A* 1B 21C 16Misc 27Journal 135Unranked 125
YearRankTypeTitle / Venue / Authors
2026 — ed.
Computer Security. ESORICS 2025 International Workshops - AutonomousCyber 2025, CPS4CIP 2025, DisA 2025, HS3 2025, MIST 2025, Toulouse, France, September 25-26, 2025, Revised Selected Papers, Part III
ESORICS Workshops (3)
Romain Laborde, Joaquín García-Alfaro, Abbas Yazdinejad, Gregory Epiphaniou, Habtamu Abie, Silvio Ranise, Michal Choras, Michal Wozniak, Yuko Hara, Jan Tobias Mühlberg, Claudia Greco, Kim-Kwang Raymond Choo
2026 J jnl
Current state of the multi-agent multi-view experimental and digital twin rendezvous (MMEDR-Autonomous) framework.
CoRR
Logan Banker, Michal Wozniak, Mohanad Alameer, Smriti Nandan Paul, David Meisinger, Grant Baer, Trevor Hunting, Ryan Dunham, Jay Kamdar
2026 J jnl
Dynamic self-paced ensemble for imbalance-aware learning.
Pattern Anal. Appl.
Amgad M. Mohammed, Enrique Onieva, Michal Wozniak
2026 J jnl
Holistic Continual Learning under Concept Drift with Adaptive Memory Realignment.
Trans. Mach. Learn. Res.
Alif Ashrafee, Jedrzej Kozal, Michal Wozniak, Bartosz Krawczyk
2026 A* conf
MFmamba: A Multi-function Network for Panchromatic Image Resolution Restoration Based on State-Space Model.
AAAI
Qian Jiang, Qianqian Wang, Xin Jin, Michal Wozniak, Shaowen Yao, Wei Zhou
2026 J jnl
Unlearning-based sliding window for continual learning under concept drift.
CoRR
Michal Wozniak, Marek Klonowski, Maciej Maczynski, Bartosz Krawczyk
2025 J jnl
A pan-sharpening model using dual-branch attention-guided diffusion networks.
Inf. Fusion
Huangqimei Zheng, Chengyi Pan, Xin Jin, Michal Wozniak, Puming Wang, Shin-Jye Lee, Qian Jiang
2025 J jnl
Automatic Performance Assessment - Step Toward Autonomous Mobile Network Management Systems.
IEEE Commun. Mag.
Michal Panek, Ireneusz Jablonski, Michal Wozniak
2025 J jnl
Combining depth and frequency features with Mamba for multi-focus image fusion.
Inf. Fusion
Xin Jin, Pengcheng Zhu, Dongjian Yu, Michal Wozniak, Qian Jiang, Puming Wang, Wei Zhou
2025 — ed.
Computer Security. ESORICS 2024 International Workshops - SECAI, DisA, CPS4CIP, and SecAssure, Bydgoszcz, Poland, September 16-20, 2024, Revised Selected Papers, Part II
ESORICS Workshops (2)
Joaquín García-Alfaro, Harsha Kalutarage, Naoto Yanai, Rafal Kozik, Pawel Ksieniewicz, Michal Wozniak, Habtamu Abie, Silvio Ranise, Luca Verderame, Enrico Cambiaso, Rita Maria Ugarelli, Isabel Praça, Basel Katt, Sandeep Pirbhulal, Ankur Shukla, Marek Pawlicki, Michal Choras
2025 J jnl
DS-GAN: a dual sub-structure GAN for thermal infrared image colorization using U-Net with ConvNeXt and multi-scale large kernel attention.
Vis. Comput.
Guoliang Yao, Xin Jin, Qian Jiang, Michal Wozniak, Shengfa Miao, Shaowen Yao, Wei Zhou
2025 J jnl
Evaluation of Multi- and Single-objective Learning Algorithms for Imbalanced Data.
CoRR
Szymon Wojciechowski, Michal Wozniak
2025 — conf
F
CLD2
Szymon Wojciechowski, Michal Wozniak
2025 J jnl
Holistic Continual Learning under Concept Drift with Adaptive Memory Realignment.
CoRR
Alif Ashrafee, Jedrzej Kozal, Michal Wozniak, Bartosz Krawczyk
2025 J jnl
How to Protect Models against Adversarial Unlearning?
CoRR
Patryk Jasiorski, Marek Klonowski, Michal Wozniak
2025 J jnl
MFmamba: A Multi-function Network for Panchromatic Image Resolution Restoration Based on State-Space Model.
CoRR
Qian Jiang, Qianqian Wang, Xin Jin, Michal Wozniak, Shaowen Yao, Wei Zhou
2025 J jnl
Mf-net: multi-feature fusion network based on two-stream extraction and multi-scale enhancement for face forgery detection.
Complex Intell. Syst.
Hanxian Duan, Qian Jiang, Xin Jin, Michal Wozniak, Yi Zhao, Liwen Wu, Shaowen Yao, Wei Zhou
2025 J jnl
RTM-UAVDet: A Real-Time Multimodal UAV Detector.
IEEE Trans. Aerosp. Electron. Syst.
Guorui Wang, Qian Jiang, Xin Jin, Michal Wozniak, Puming Wang, Shaowen Yao
2025 J jnl
SR_ColorNet: Multi-path attention aggregated and mask enhanced network for the super resolution and colorization of panchromatic image.
Expert Syst. Appl.
Qian Jiang, Qianqian Wang, Shengfa Miao, Xin Jin, Shin-Jye Lee, Michal Wozniak, Shaowen Yao
2025 J jnl
Using Multi-Objective Optimization to build non-Random Forest.
Log. J. IGPL
Joanna Klikowska, Michal Wozniak
2025 J jnl
What is the role of memorization in Continual Learning?
CoRR
Jedrzej Kozal, Jan Wasilewski, Alif Ashrafee, Bartosz Krawczyk, Michal Wozniak
2024 J jnl
A natural gas consumption forecasting system for continual learning scenarios based on Hoeffding trees with change point detection mechanism.
Knowl. Based Syst.
Radek Svoboda, Sebastián Basterrech, Jedrzej Kozal, Jan Platos, Michal Wozniak
2024 — conf
Changing Lineup Classifier Ensemble for Drifting Imbalanced Data Streams.
ICDM (Workshops)
Weronika Wegier, Maciej Maczynski, Michal Wozniak
2024 — conf
Combining Active Learning and Self-Labeling for Deep Learning from Data Streams.
ICDM (Workshops)
Jan Wasilewski, Michal Wozniak, Bartosz Krawczyk
2024 — conf
Continual Learning with Weight Interpolation.
CVPR Workshops
Jedrzej Kozal, Jan Wasilewski, Bartosz Krawczyk, Michal Wozniak
2024 J jnl
Continual Learning with Weight Interpolation.
CoRR
Jedrzej Kozal, Jan Wasilewski, Bartosz Krawczyk, Michal Wozniak
2024 J jnl
DMF-Net: A Dual Remote Sensing Image Fusion Network Based on Multiscale Convolutional Dense Connectivity With Performance Measure.
IEEE Trans. Instrum. Meas.
Huanyu Guo, Xin Jin, Qian Jiang, Michal Wozniak, Puming Wang, Shaowen Yao
2024 J jnl
Editorial: Recent advances in image fusion and quality improvement for cyber-physical systems, volume II.
Frontiers Neurorobotics
Xin Jin, Shin-Jye Lee, Michal Wozniak, Qian Jiang
2024 J jnl
F
CoRR
Szymon Wojciechowski, Michal Wozniak
2024 J jnl
Local neighborhood encodings for imbalanced data classification.
Mach. Learn.
Michal Koziarski, Michal Wozniak
2024 — conf
MOO-Points - Distance-based Method for Multi-objective Optimization in the Imbalanced Data Classification Task.
CISIM
Weronika Borek-Marciniec, Michal Wozniak
2024 B conf
Modeling configuration-performance relation in a mobile network: a data-driven approach.
PIMRC
Michal Panek, Ireneusz Jablonski, Michal Wozniak
2024 J jnl
Modeling configuration-performance relation in a mobile network: a data-driven approach.
CoRR
Michal Panek, Ireneusz Jablonski, Michal Wozniak
2024 — conf
Non-stationary Imbalanced Data Stream Classification with Weighted One-Class Ensemble.
ICDM (Workshops)
Jakub Klikowski, Michal Wozniak
2023 J jnl
5G/5G+ network management employing AI-based continuous deployment.
Appl. Soft Comput.
Michal Panek, Adam Pomykala, Ireneusz Jablonski, Michal Wozniak
2023 B conf
A Continual Learning System with Self Domain Shift Adaptation for Fake News Detection.
DSAA
Sebastián Basterrech, Andrzej Kasprzak, Jan Platos, Michal Wozniak
2023 J jnl
A Natural Gas Consumption Forecasting System for Continual Learning Scenarios based on Hoeffding Trees with Change Point Detection Mechanism.
CoRR
Radek Svoboda, Sebastián Basterrech, Jedrzej Kozal, Jan Platos, Michal Wozniak
2023 J jnl
Active Weighted Aging Ensemble for drifted data stream classification.
Inf. Sci.
Michal Wozniak, Pawel Zyblewski, Pawel Ksieniewicz
2023 — conf
Analysis of the Possibility to Employ Relationship Between the Problem Complexity and the Classification Quality as Model Optimization Proxy.
CORES/IP&C
Joanna Komorniczak, Pawel Ksieniewicz, Michal Wozniak
2023 — conf
Combining Self-labeling with Selective Sampling.
ICDM (Workshops)
Jedrzej Kozal, Michal Wozniak
2023 J jnl
Combining Self-labeling with Selective Sampling.
CoRR
Jedrzej Kozal, Michal Wozniak
2023 B conf
DE-Forest - Optimized Decision Tree Ensemble.
ICCCI
Joanna Grzyb, Michal Wozniak
2023 — conf
Defending Network IDS against Adversarial Examples with Continual Learning.
ICDM (Workshops)
Jedrzej Kozal, Justyna Zwolinska, Marek Klonowski, Michal Wozniak
2023 — ed.
Fifth International Workshop on Learning with Imbalanced Domains: Theory and Applications, 18 September 2023, LIDTA@ECML-PKDD, Turin, Italy.
LIDTA
Nuno Moniz, Paula Branco, Luís Torgo, Nathalie Japkowicz, Michal Wozniak, Shuo Wang
2023 J jnl
Increasing depth of neural networks for life-long learning.
Inf. Fusion
Jedrzej Kozal, Michal Wozniak
2023 — conf
MOOforest - Multi-objective Optimization to Form Decision Tree Ensemble.
PCC (2)
Joanna Grzyb, Michal Wozniak
2023 — conf
Optimized hybrid imbalanced data sampling for decision tree training.
GECCO Companion
Weronika Wegier, Michal Koziarski, Michal Wozniak
2023 J jnl
SVM ensemble training for imbalanced data classification using multi-objective optimization techniques.
Appl. Intell.
Joanna Grzyb, Michal Wozniak
2023 — conf
Transfer of Knowledge Among Instruments in Automatic Music Transcription.
ICAISC (1)
Michal Les, Michal Wozniak
2023 J jnl
Transfer of knowledge among instruments in automatic music transcription.
CoRR
Michal Les, Michal Wozniak
2022 — conf
4th Workshop on Learning with Imbalanced Domains: Preface.
LIDTA
Nuno Moniz, Paula Branco, Luís Torgo, Nathalie Japkowicz, Michal Wozniak, Shuo Wang
2022 Misc conf
Adapting K-Means Algorithm for Pair-Wise Constrained Clustering of Imbalanced Data Streams.
HAIS
Szymon Wojciechowski, Germán González-Almagro, Salvador García, Michal Wozniak
2022 J jnl
An analysis of heuristic metrics for classifier ensemble pruning based on ordered aggregation.
Pattern Recognit.
Amgad M. Mohammed, Enrique Onieva, Michal Wozniak, Gonzalo Martínez-Muñoz
2022 B conf
Automated identification of systematic performance changes in 5G networks by changepoint tracking.
IJCNN
Michal Panek, Ireneusz Jablonski, Michal Wozniak
2022 J jnl
Cybersecurity applications of computational intelligence.
Neural Comput. Appl.
Álvaro Herrero, Emilio Corchado, Michal Wozniak, Sung-Bae Cho, Slobodan Petrovic
2022 — conf
Data complexity and classification accuracy correlation in oversampling algorithms.
LIDTA
Joanna Komorniczak, Pawel Ksieniewicz, Michal Wozniak
2022 J jnl
Deterministic Sampling Classifier with weighted Bagging for drifted imbalanced data stream classification.
Appl. Soft Comput.
Jakub Klikowski, Michal Wozniak
2022 — conf
Employing Convolutional Neural Networks for Continual Learning.
ICAISC (1)
Marcin Jasinski, Michal Wozniak
2022 — conf
Employing Generative Adversarial Network in COVID-19 Diagnosis.
ACIIDS (1)
Jakub Deren, Michal Wozniak
2022 J jnl
Employing chunk size adaptation to overcome concept drift.
J. Univers. Comput. Sci.
Jedrzej Kozal, Filip Guzy, Michal Wozniak
2022 — conf
Experimental Analysis on Dissimilarity Metrics and Sudden Concept Drift Detection.
ISDA (3)
Sebastián Basterrech, Jan Platos, Gerardo Rubino, Michal Wozniak
2022 B conf
Feature Integration Strategies for Multilingual Fake News Classification.
IEEE Big Data
Jedrzej Kozal, Michal Les, Pawel Zyblewski, Pawel Ksieniewicz, Michal Wozniak
2022 — ed.
Fourth International Workshop on Learning with Imbalanced Domains: Theory and Applications, LIDTA 2022, Grenoble, France, September 23, 2022
LIDTA
Nuno Moniz, Paula Branco, Luís Torgo, Nathalie Japkowicz, Michal Wozniak, Shuo Wang
2022 J jnl
How Machine Learning May Prevent the Breakdown of Democracy by Contributing to Fake News Detection.
IT Prof.
Michal Choras, Aleksandra Pawlicka, Rafal Kozik, Michal Wozniak
2022 J jnl
Increasing Depth of Neural Networks for Life-long Learning.
CoRR
Jedrzej Kozal, Michal Wozniak
2022 J jnl
Lifelong Learning Natural Language Processing Approach for Multilingual Data Classification.
CoRR
Jedrzej Kozal, Michal Les, Pawel Zyblewski, Pawel Ksieniewicz, Michal Wozniak
2022 J jnl
Multicriteria Classifier Ensemble Learning for Imbalanced Data.
IEEE Access
Weronika Wegier, Michal Koziarski, Michal Wozniak
2022 B conf
Search-based framework for transparent non-overlapping ensemble models.
IJCNN
Bogdan Gulowaty, Michal Wozniak
2022 J jnl
Selective ensemble of classifiers trained on selective samples.
Neurocomputing
Amgad M. Mohammed, Enrique Onieva, Michal Wozniak
2022 J jnl
Technical solution to counter potential crime: Text analysis to detect fake news and disinformation.
J. Comput. Sci.
Rafal Kozik, Sebastian Kula, Michal Choras, Michal Wozniak
2022 J jnl
The double-edged sword of AI: Ethical Adversarial Attacks to counter artificial intelligence for crime.
AI Ethics
Michal Choras, Michal Wozniak
2022 B conf
Tracking changes using Kullback-Leibler divergence for the continual learning.
SMC
Sebastián Basterrech, Michal Wozniak
2022 J jnl
Tracking changes using Kullback-Leibler divergence for the continual learning.
CoRR
Sebastián Basterrech, Michal Wozniak
2021 — conf
3rd Workshop on Learning with Imbalanced Domains: Preface.
LIDTA@ECML/PKDD
Nuno Moniz, Paula Branco, Luís Torgo, Nathalie Japkowicz, Michal Wozniak, Shuo Wang
2021 J jnl
Active Weighted Aging Ensemble for Drifted Data Stream Classification.
CoRR
Michal Wozniak, Pawel Zyblewski, Pawel Ksieniewicz
2021 J jnl
Advanced Machine Learning Techniques for Fake News (Online Disinformation) Detection: A Systematic Mapping Study.
CoRR
Michal Choras, Konstantinos P. Demestichas, Agata Gielczyk, Álvaro Herrero, Pawel Ksieniewicz, Konstantina Remoundou, Daniel Urda, Michal Wozniak
2021 J jnl
Advanced Machine Learning techniques for fake news (online disinformation) detection: A systematic mapping study.
Appl. Soft Comput.
Michal Choras, Konstantinos P. Demestichas, Agata Gielczyk, Álvaro Herrero, Pawel Ksieniewicz, Konstantina Remoundou, Daniel Urda, Michal Wozniak
2021 — conf
Application of Multi-objective Optimization to Feature Selection for a Difficult Data Classification Task.
ICCS (3)
Joanna Grzyb, Mariusz Topolski, Michal Wozniak
2021 — conf
Dynamic Ensemble Selection for Imbalanced Data Stream Classification with Limited Label Access.
ICAISC (2)
Pawel Zyblewski, Michal Wozniak
2021 J jnl
Editorial: Applying Machine Learning for Combating Fake News and Internet/Media Content Manipulation.
Appl. Soft Comput.
Michal Choras, Konstantinos P. Demestichas, Álvaro Herrero, Michal Wozniak
2021 J jnl
Employing chunk size adaptation to overcome concept drift.
CoRR
Jedrzej Kozal, Filip Guzy, Michal Wozniak
2021 — conf
Evaluating and Explaining Generative Adversarial Networks for Continual Learning under Concept Drift.
ICDM (Workshops)
Filip Guzy, Michal Wozniak, Bartosz Krawczyk
2021 B conf
Extracting Interpretable Decision Tree Ensemble from Random Forest.
IJCNN
Bogdan Gulowaty, Michal Wozniak
2021 J jnl
Hellinger Distance Weighted Ensemble for Imbalanced Data Stream Classification.
CoRR
Joanna Grzyb, Jakub Klikowski, Michal Wozniak
2021 J jnl
Hellinger Distance Weighted Ensemble for imbalanced data stream classification.
J. Comput. Sci.
Joanna Grzyb, Jakub Klikowski, Michal Wozniak
2021 J jnl
How to design the fair experimental classifier evaluation.
Appl. Soft Comput.
Katarzyna Stapor, Pawel Ksieniewicz, Salvador García, Michal Wozniak
2021 J jnl
Hybrid Intelligent Model to Predict the Remifentanil Infusion Rate in Patients Under General Anesthesia.
Log. J. IGPL
Esteban Jove, Jose M. Gonzalez-Cava, José Luís Casteleiro-Roca, Héctor Quintián, Juan Albino Méndez Pérez, Rafael Vega Vega, Francisco Zayas-Gato, Francisco Javier de Cos Juez, Ana León, María Martín, José Antonio Reboso, Michal Wozniak, José Luís Calvo-Rolle
2021 J jnl
Preprocessed dynamic classifier ensemble selection for highly imbalanced drifted data streams.
Inf. Fusion
Pawel Zyblewski, Robert Sabourin, Michal Wozniak
2021 B conf
RB-CCR: Radial-Based Combined Cleaning and Resampling algorithm for imbalanced data classification.
DSAA
Michal Koziarski, Colin Bellinger, Michal Wozniak
2021 J jnl
RB-CCR: Radial-Based Combined Cleaning and Resampling algorithm for imbalanced data classification.
CoRR
Michal Koziarski, Colin Bellinger, Michal Wozniak
2021 J jnl
RB-CCR: Radial-Based Combined Cleaning and Resampling algorithm for imbalanced data classification.
Mach. Learn.
Michal Koziarski, Colin Bellinger, Michal Wozniak
2021 — ed.
Third International Workshop on Learning with Imbalanced Domains: Theory and Applications, LIDTA 2021, Bilbao, Spain, September 17, 2021
LIDTA@ECML/PKDD
Nuno Moniz, Paula Branco, Luís Torgo, Nathalie Japkowicz, Michal Wozniak, Shuo Wang
2021 — conf
Transformer Based Models in Fake News Detection.
ICCS (4)
Sebastian Kula, Rafal Kozik, Michal Choras, Michal Wozniak
2020 — conf
Advanced Oversampling for Improved Detection of Software Anomalies in a Robot.
SOCO
Nuño Basurto, Michal Wozniak, Carlos Cambra, Álvaro Herrero
2020 — conf
Combination of Active and Random Labeling Strategy in the Non-stationary Data Stream Classification.
ICAISC (1)
Pawel Zyblewski, Pawel Ksieniewicz, Michal Wozniak
2020 J jnl
Combined Cleaning and Resampling Algorithm for Multi-Class Imbalanced Data with Label Noise.
CoRR
Michal Koziarski, Michal Wozniak, Bartosz Krawczyk
2020 J jnl
Combined Cleaning and Resampling algorithm for multi-class imbalanced data with label noise.
Knowl. Based Syst.
Michal Koziarski, Michal Wozniak, Bartosz Krawczyk
2020 J jnl
Computational Intelligence in Remote Sensing: An Editorial.
Sensors
Manuel Graña, Michal Wozniak, Sebastián A. Ríos, Javier de Lope
2020 — conf
Data Preprocessing for des-knn and Its Application to Imbalanced Medical Data Classification.
ACIIDS (1)
Maciej Kinal, Michal Wozniak
2020 — conf
Dynamic Classifier Selection for Data with Skewed Class Distribution Using Imbalance Ratio and Euclidean Distance.
ICCS (4)
Pawel Zyblewski, Michal Wozniak
2020 Misc conf
Employing Decision Templates to Imbalanced Data Classification.
HAIS
Szymon Wojciechowski, Michal Wozniak
2020 — conf
Employing One-Class SVM Classifier Ensemble for Imbalanced Data Stream Classification.
ICCS (4)
Jakub Klikowski, Michal Wozniak
2020 B conf
Employing dropout regularization to classify recurring drifted data streams.
IJCNN
Filip Guzy, Michal Wozniak
2020 B conf
Fake News Detection from Data Streams.
IJCNN
Pawel Ksieniewicz, Pawel Zyblewski, Michal Choras, Rafal Kozik, Agata Gielczyk, Michal Wozniak
2020 J jnl
Novel clustering-based pruning algorithms.
Pattern Anal. Appl.
Pawel Zyblewski, Michal Wozniak
2020 — conf
Performance Analysis of Binarization Strategies for Multi-class Imbalanced Data Classification.
ICCS (4)
Michal Zák, Michal Wozniak
2020 — ed.
Progress in Computer Recognition Systems, International Conference on Computer Recognition Systems, CORES 2019, Polanica-Zdrój, Poland, 20-22 May, 2019.
CORES
Robert Burduk, Marek Kurzynski, Michal Wozniak
2020 J jnl
Radial-Based Oversampling for Multiclass Imbalanced Data Classification.
IEEE Trans. Neural Networks Learn. Syst.
Bartosz Krawczyk, Michal Koziarski, Michal Wozniak
2020 — conf
Sentiment Analysis for Fake News Detection by Means of Neural Networks.
ICCS (4)
Sebastian Kula, Michal Choras, Rafal Kozik, Pawel Ksieniewicz, Michal Wozniak
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
Special issue SOCO 2017: AI and ML applied to Health Sciences (MLHS).
Neural Comput. Appl.
Francisco Javier de Cos Juez, Michal Wozniak, Juan Albino Méndez, José Ramón Villar Flecha
2020 J jnl
Training set selection and swarm intelligence for enhanced integration in multiple classifier systems.
Appl. Soft Comput.
Amgad M. Mohammed, Enrique Onieva, Michal Wozniak
2019 — conf
A Genetic-Based Ensemble Learning Applied to Imbalanced Data Classification.
IDEAL (2)
Jakub Klikowski, Pawel Ksieniewicz, Michal Wozniak
2019 J jnl
Adapting ClusTree for more challenging data stream environments.
J. Intell. Fuzzy Syst.
Jakub Zgraja, Richard Hugh Moulton, João Gama, Andrzej Kasprzak, Michal Wozniak
2019 — conf
Classifier Selection for Highly Imbalanced Data Streams with Minority Driven Ensemble.
ICAISC (1)
Pawel Zyblewski, Pawel Ksieniewicz, Michal Wozniak
2019 Misc conf
Clustering-Based Ensemble Pruning and Multistage Organization Using Diversity.
HAIS
Pawel Zyblewski, Michal Wozniak
2019 — conf
Data Preprocessing and Dynamic Ensemble Selection for Imbalanced Data Stream Classification.
PKDD/ECML Workshops (2)
Pawel Zyblewski, Robert Sabourin, Michal Wozniak
2019 J jnl
Data stream classification using active learned neural networks.
Neurocomputing
Pawel Ksieniewicz, Michal Wozniak, Boguslaw Cyganek, Andrzej Kasprzak, Krzysztof Walkowiak
2019 — conf
Imbalanced Data Classification Using Weighted Voting Ensemble.
IP&C
Lin Lu, Michal Wozniak
2019 — conf
Imbalanced Data Stream Classification Using Hybrid Data Preprocessing.
PKDD/ECML Workshops (2)
Barbara Bobowska, Jakub Klikowski, Michal Wozniak
2019 J jnl
Instance reduction for one-class classification.
Knowl. Inf. Syst.
Bartosz Krawczyk, Isaac Triguero, Salvador García, Michal Wozniak, Francisco Herrera
2019 — conf
Machine Learning Methods for Fake News Classification.
IDEAL (2)
Pawel Ksieniewicz, Michal Choras, Rafal Kozik, Michal Wozniak
2019 J jnl
Monotonic classification: An overview on algorithms, performance measures and data sets.
Neurocomputing
José Ramón Cano, Pedro Antonio Gutiérrez, Bartosz Krawczyk, Michal Wozniak, Salvador García
2019 — conf
Multi Sampling Random Subspace Ensemble for Imbalanced Data Stream Classification.
CORES
Jakub Klikowski, Michal Wozniak
2019 — conf
On the Role of Cost-Sensitive Learning in Imbalanced Data Oversampling.
ICCS (3)
Bartosz Krawczyk, Michal Wozniak
2019 J jnl
Radial-Based oversampling for noisy imbalanced data classification.
Neurocomputing
Michal Koziarski, Bartosz Krawczyk, Michal Wozniak
2019 J jnl
Special issue HAIS 2014: Recent advancements in hybrid artificial intelligence systems and its application to real-world problems.
Neurocomputing
Marios M. Polycarpou, André Carlos Ponce de Leon Ferreira de Carvalho, Jeng-Shyang Pan, Michal Wozniak, Héctor Quintián, Emilio Corchado
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 — conf
Vertical and Horizontal Data Partitioning for Classifier Ensemble Learning.
CORES
Amgad M. Mohammed, Enrique Onieva, Michal Wozniak
2018 — conf
Active Learning by Clustering for Drifted Data Stream Classification.
DMLE/IOTSTREAMING@PKDD/ECML
Jakub Zgraja, João Gama, Michal Wozniak
2018 J jnl
Advanced Analysis of Data Streams for Critical Infrastructures Protection and Cybersecurity.
J. Univers. Comput. Sci.
Barbara Bobowska, Michal Choras, Michal Wozniak
2018 — ed.
Advances in Signal Processing and Intelligent Recognition Systems - Proceedings of Third International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2017), September 13-16, 2017, Manipal, India
SIRS
Sabu M. Thampi, Sri Krishnan, Juan Manuel Corchado Rodríguez, Swagatam Das, Michal Wozniak, Dhiya Al-Jumeily
2018 B conf
An Empirical Insight Into Concept Drift Detectors Ensemble Strategies.
CEC
Andrzej Lapinski, Bartosz Krawczyk, Pawel Ksieniewicz, Michal Wozniak
2018 — conf
Combining active learning with concept drift detection for data stream mining.
IEEE BigData
Bartosz Krawczyk, Bernhard Pfahringer, Michal Wozniak
2018 Misc conf
Drifted Data Stream Clustering Based on ClusTree Algorithm.
HAIS
Jakub Zgraja, Michal Wozniak
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
Ensemble of Extreme Learning Machines with trained classifier combination and statistical features for hyperspectral data.
Neurocomputing
Pawel Ksieniewicz, Bartosz Krawczyk, Michal Wozniak
2018 — conf
Experimental Study on Modified Radial-Based Oversampling.
SOCO-CISIS-ICEUTE
Barbara Bobowska, Michal Wozniak
2018 — conf
Imbalanced Data Classification Based on Feature Selection Techniques.
IDEAL (2)
Pawel Ksieniewicz, Michal Wozniak
2018 B conf
Leveraging Ensemble Pruning for Imbalanced Data Classification.
SMC
Bartosz Krawczyk, Michal Wozniak
2018 J jnl
Monotonic classification: an overview on algorithms, performance measures and data sets.
CoRR
José Ramón Cano, Pedro Antonio Gutiérrez, Bartosz Krawczyk, Michal Wozniak, Salvador García
2018 Misc conf
Multi-class Imbalanced Data Oversampling for Vertebral Column Pathologies Classification.
HAIS
José A. Sáez, Héctor Quintián, Bartosz Krawczyk, Michal Wozniak, Emilio Corchado
2018 J jnl
Neural Models for Imputation of Missing Ozone Data in Air-Quality Datasets.
Complex.
Ángel Arroyo, Álvaro Herrero, Verónica Tricio, Emilio Corchado, Michal Wozniak
2018 — ed.
Proceedings of the 10th International Conference on Computer Recognition Systems CORES 2017, Polanica Zdroj, Poland, 22-24 May 2017.
CORES
Marek Kurzynski, Michal Wozniak, Robert Burduk
2018 B conf
Selecting local ensembles for multi-class imbalanced data classification.
IJCNN
Bartosz Krawczyk, Alberto Cano, Michal Wozniak
2017 — conf
A Tensor Framework for Data Stream Clustering and Compression.
ICIAP (1)
Boguslaw Cyganek, Michal Wozniak
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
CCR: A combined cleaning and resampling algorithm for imbalanced data classification.
Int. J. Appl. Math. Comput. Sci.
Michal Koziarski, Michal Wozniak
2017 — conf
Concept Drift Analysis for Improving Anomaly Detection Systems in Cybersecurity.
CECC
Michal Choras, Michal Wozniak
2017 — conf
Dealing with the task of imbalanced, multidimensional data classification using ensembles of exposers.
LIDTA@PKDD/ECML
Pawel Ksieniewicz, Michal Wozniak
2017 — conf
Distributed DBSCAN Algorithm - Concept and Experimental Evaluation.
CORES
Adam Merk, Piotr Cal, Michal Wozniak
2017 — conf
Efficient Real-Time Background Detection Based on the PCA Subspace Decomposition.
ICAISC (1)
Boguslaw Cyganek, Michal Wozniak
2017 J jnl
Ensemble learning for data stream analysis: A survey.
Inf. Fusion
Bartosz Krawczyk, Leandro L. Minku, João Gama, Jerzy Stefanowski, Michal Wozniak
2017 J jnl
Fault diagnosis of marine 4-stroke diesel engines using a one-vs-one extreme learning ensemble.
Eng. Appl. Artif. Intell.
Jerzy Kowalski, Bartosz Krawczyk, Michal Wozniak
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 — conf
On Efficient Computation of Tensor Subspace Kernels for Multi-dimensional Data.
VISIGRAPP (5: VISAPP)
Boguslaw Cyganek, Michal Wozniak
2017 B conf
Online query by committee for active learning from drifting data streams.
IJCNN
Bartosz Krawczyk, Michal Wozniak
2017 J jnl
Paired feature multilayer ensemble - concept and evaluation of a classifier.
J. Intell. Fuzzy Syst.
Pawel Ksieniewicz, Manuel Graña, Michal Wozniak
2017 Misc conf
Radial-Based Approach to Imbalanced Data Oversampling.
HAIS
Michal Koziarski, Bartosz Krawczyk, Michal Wozniak
2017 J jnl
SCR: simulated concept recurrence - a non-supervised tool for dealing with shifting concept.
Expert Syst. J. Knowl. Eng.
Piotr Sobolewski, Michal Wozniak
2017 J jnl
Tensor-Based Shot Boundary Detection in Video Streams.
New Gener. Comput.
Boguslaw Cyganek, Michal Wozniak
2017 J jnl
The deterministic subspace method for constructing classifier ensembles.
Pattern Anal. Appl.
Michal Koziarski, Bartosz Krawczyk, Michal Wozniak
2016 — conf
A First Attempt on Online Data Stream Classifier Using Context.
DMBD
Michal Wozniak, Boguslaw Cyganek
2016 — conf
A First Attempt to Construct Effective Concept Drift Detector Ensembles.
IP&C
Michal Wozniak, Pawel Ksieniewicz, Andrzej Kasprzak, Karol Puchala, Przemyslaw Ryba
2016 J jnl
A Survey of Big Data Issues in Electronic Health Record Analysis.
Appl. Artif. Intell.
Boguslaw Cyganek, Manuel Graña, Bartosz Krawczyk, Andrzej Kasprzak, Piotr Porwik, Krzysztof Walkowiak, Michal Wozniak
2016 J jnl
A new heuristic for influence maximization in social networks.
Log. J. IGPL
J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michal Wozniak
2016 Misc conf
Active Learning Classification of Drifted Streaming Data.
ICCS
Michal Wozniak, Pawel Ksieniewicz, Boguslaw Cyganek, Andrzej Kasprzak, Krzysztof Walkowiak
2016 Misc conf
Active Learning Classifier for Streaming Data.
HAIS
Michal Wozniak, Boguslaw Cyganek, Andrzej Kasprzak, Pawel Ksieniewicz, Krzysztof Walkowiak
2016 J jnl
Analyzing the oversampling of different classes and types of examples in multi-class imbalanced datasets.
Pattern Recognit.
José A. Sáez, Bartosz Krawczyk, Michal Wozniak
2016 J jnl
Dynamic classifier selection for one-class classification.
Knowl. Based Syst.
Bartosz Krawczyk, Michal Wozniak
2016 Misc conf
Efficient Computation of the Tensor Chordal Kernels.
ICCS
Boguslaw Cyganek, Michal Wozniak
2016 — conf
Efficient Multidimensional Pattern Recognition in Kernel Tensor Subspaces.
DMBD
Boguslaw Cyganek, Michal Wozniak
2016 Misc conf
Ensemble of HOSVD Generated Tensor Subspace Classifiers with Optimal Tensor Flattening Directions.
HAIS
Boguslaw Cyganek, Michal Wozniak, Dariusz Jankowski
2016 — conf
Ensemble of One-Dimensional Classifiers for Hyperspectral Image Analysis.
DMBD
Pawel Ksieniewicz, Bartosz Krawczyk, Michal Wozniak
2016 — conf
Ensembles of Heterogeneous Concept Drift Detectors - Experimental Study.
CISIM
Michal Wozniak, Pawel Ksieniewicz, Boguslaw Cyganek, Krzysztof Walkowiak
2016 C conf
Forming Classifier Ensembles with Deterministic Feature Subspaces.
FedCSIS
Michal Koziarski, Bartosz Krawczyk, Michal Wozniak
2016 Misc conf
Hybrid Optimization Method Applied to Adaptive Splitting and Selection Algorithm.
HAIS
Pedro López-García, Michal Wozniak, Enrique Onieva, Asier Perallos
2016 J jnl
Intelligent Methods Applied to Health-Care Information Systems.
Appl. Artif. Intell.
Boguslaw Cyganek, Manuel Graña, Piotr Porwik, Michal Wozniak
2016 — conf
On Robust Computation of Tensor Classifiers Based on the Higher-Order Singular Value Decomposition.
CSOC (2)
Boguslaw Cyganek, Michal Wozniak
2016 J jnl
On the Influence of Class Noise in Medical Data Classification: Treatment Using Noise Filtering Methods.
Appl. Artif. Intell.
José A. Sáez, Bartosz Krawczyk, Michal Wozniak
2016 — ed.
Proceedings of the 9th International Conference on Computer Recognition Systems CORES 2015, Wroclaw, Poland, 25-27 May 2015
CORES
Robert Burduk, Konrad Jackowski, Marek Kurzynski, Michal Wozniak, Andrzej Zolnierek
2016 J jnl
Recent advancements in hybrid artificial intelligence systems and its application to real-world problems.
Neurocomputing
Emilio Corchado, Ajith Abraham, André C. P. L. F. de Carvalho, Michal Wozniak, Sung-Bae Cho, Héctor Quintián
2016 B conf
Tackling label noise with multi-class decomposition using fuzzy one-class support vector machines.
FUZZ-IEEE
Bartosz Krawczyk, José A. Sáez, Michal Wozniak
2016 J jnl
Untrained weighted classifier combination with embedded ensemble pruning.
Neurocomputing
Bartosz Krawczyk, Michal Wozniak
2016 Misc conf
Workshop on Nonstationary Models of Pattern Recognition and Classifier Combinations.
ICCS
Michal Wozniak, Bartosz Krawczyk
2015 — ed.
2015 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2015, Kochi, India, August 10-13, 2015
ICACCI
Jaime Lloret Mauri, Sabu M. Thampi, Michal Wozniak, Oge Marques, Dilip Krishnaswamy, Sartaj Sahni, Christian Callegari, Hideyuki Takagi, Zoran S. Bojkovic, Vinod M., Neeli R. Prasad, José M. Alcaraz Calero, Joal Rodrigues, Xinyu Que, Natarajan Meghanathan, Ravi S. Sandhu, Edward Au
2015 J jnl
A hybrid cost-sensitive ensemble for imbalanced breast thermogram classification.
Artif. Intell. Medicine
Bartosz Krawczyk, Gerald Schaefer, Michal Wozniak
2015 J jnl
A novel hyperspectral segmentation algorithm - concept and evaluation.
Log. J. IGPL
Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Manuel Graña, Michal Wozniak
2015 — conf
Algorithms for calculation of candidate trees for efficient multicasting in elastic optical networks.
ICTON
Krzysztof Walkowiak, Andrzej Kasprzak, Michal Wozniak
2015 J jnl
An Improved Vehicle Logo Recognition Using a Classifier Ensemble Based on Pattern Tensor Representation and Decomposition.
New Gener. Comput.
Boguslaw Cyganek, Michal Wozniak
2015 — conf
Artificial Photoreceptors for Ensemble Classification of Hyperspectral Images.
CORES
Pawel Ksieniewicz, Michal Wozniak
2015 — conf
Blurred Labeling Segmentation Algorithm for Hyperspectral Images.
ICCCI (2)
Pawel Ksieniewicz, Manuel Graña, Michal Wozniak
2015 — conf
Combining nearest neighbour classifiers based on small subsamples for big data analytics.
CYBCONF
Bartosz Krawczyk, Michal Wozniak
2015 C conf
Cost-Sensitive Neural Network with ROC-Based Moving Threshold for Imbalanced Classification.
IDEAL
Bartosz Krawczyk, Michal Wozniak
2015 J jnl
Data stream classification and big data analytics.
Neurocomputing
Bartosz Krawczyk, Jerzy Stefanowski, Michal Wozniak
2015 J jnl
Editorial: Special issue HAIS12-IGPL.
Log. J. IGPL
Héctor Quintián, Emilio Corchado, André Carlos Ponce de Leon Ferreira de Carvalho, Ajith Abraham, Michal Wozniak, Manuel Graña, Sung-Bae Cho
2015 — conf
Impact of fanout and transmission reach on performance of multicasting in Elastic Optical Networks.
OFC
Krzysztof Walkowiak, Róza Goscien, Massimo Tornatore, Michal Wozniak
2015 — conf
Incremental One-Class Bagging for Streaming and Evolving Big Data.
TrustCom/BigDataSE/ISPA (2)
Bartosz Krawczyk, Michal Wozniak
2015 J jnl
Incremental weighted one-class classifier for mining stationary data streams.
J. Comput. Sci.
Bartosz Krawczyk, Michal Wozniak
2015 C ed.
Intelligent Data Engineering and Automated Learning - IDEAL 2015 - 16th International Conference Wroclaw, Poland, October 14-16, 2015, Proceedings
IDEAL
Konrad Jackowski, Robert Burduk, Krzysztof Walkowiak, Michal Wozniak, Hujun Yin
2015 — conf
Joint optimization of multicast and unicast flows in elastic optical networks.
ICC
Krzysztof Walkowiak, Róza Goscien, Michal Wozniak, Miroslaw Klinkowski
2015 — conf
Modelling Dental Milling Process with Machine Learning-Based Regression Algorithms.
CORES
Konrad Jackowski, Dariusz Jankowski, Héctor Quintián, Emilio Corchado, Michal Wozniak
2015 J jnl
Multidimensional data classification with chordal distance based kernel and Support Vector Machines.
Eng. Appl. Artif. Intell.
Boguslaw Cyganek, Bartosz Krawczyk, Michal Wozniak
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 J jnl
One-class classifiers with incremental learning and forgetting for data streams with concept drift.
Soft Comput.
Bartosz Krawczyk, Michal Wozniak
2015 J jnl
Optical networks for cost-efficient and scalable provisioning of big data traffic.
Int. J. Parallel Emergent Distributed Syst.
Krzysztof Walkowiak, Michal Wozniak, Miroslaw Klinkowski, Wojciech Kmiecik
2015 — conf
Pruning Ensembles of One-Class Classifiers with X-means Clustering.
ACIIDS (1)
Bartosz Krawczyk, Michal Wozniak
2015 — conf
Pruning Ensembles with Cost Constraints.
ACIIDS (1)
Bartosz Krawczyk, Michal Wozniak
2015 — conf
Reacting to different types of concept drift with adaptive and incremental one-class classifiers.
CYBCONF
Bartosz Krawczyk, Michal Wozniak
2015 — conf
Selected aspects of electronic health record analysis from the big data perspective.
BIBM
Boguslaw Cyganek, Manuel Graña, Andrzej Kasprzak, Krzysztof Walkowiak, Michal Wozniak
2015 J jnl
Special issue HAIS 2012: Recent advancements in hybrid artificial intelligence systems and its application to real-world problems.
Neurocomputing
Héctor Quintián, Emilio Corchado, Ajith Abraham, André C. P. L. F. de Carvalho, Michal Wozniak, Václav Snásel, Sung-Bae Cho
2015 — conf
Tensor based representation and analysis of the electronic healthcare record data.
BIBM
Boguslaw Cyganek, Michal Wozniak
2015 Misc conf
Wagging for Combining Weighted One-class Support Vector Machines.
ICCS
Bartosz Krawczyk, Michal Wozniak
2015 B conf
Weighted Naïve Bayes Classifier with Forgetting for Drifting Data Streams.
SMC
Bartosz Krawczyk, Michal Wozniak
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 survey of multiple classifier systems as hybrid systems.
Inf. Fusion
Michal Wozniak, Manuel Graña, Emilio Corchado
2014 — conf
Adaptive Splitting and Selection ensemble for breast cancer malignancy grading.
CICARE
Bartosz Krawczyk, Lukasz Jelen, Michal Wozniak
2014 Misc conf
Clustering-Based Ensemble of One-Class Classifiers for Hyperspectral Image Segmentation.
HAIS
Bartosz Krawczyk, Michal Wozniak, Boguslaw Cyganek
2014 J jnl
Clustering-based ensembles for one-class classification.
Inf. Sci.
Bartosz Krawczyk, Michal Wozniak, Boguslaw Cyganek
2014 J jnl
Cost-sensitive decision tree ensembles for effective imbalanced classification.
Appl. Soft Comput.
Bartosz Krawczyk, Michal Wozniak, Gerald Schaefer
2014 J jnl
Diversity measures for one-class classifier ensembles.
Neurocomputing
Bartosz Krawczyk, Michal Wozniak
2014 — conf
Evolutionary Cost-Sensitive Ensemble for Malware Detection.
SOCO-CISIS-ICEUTE
Bartosz Krawczyk, Michal Wozniak
2014 — conf
Experiments on simultaneous combination rule training and ensemble pruning algorithm.
CIEL
Bartosz Krawczyk, Michal Wozniak
2014 J jnl
Guest Editorial: Hybrid intelligent fusion systems.
Inf. Fusion
Michal Wozniak, Emilio S. Corchado Rodríguez, Manuel Graña Romay
2014 — conf
Handling Label Noise in Microarray Classification with One-Class Classifier Ensemble.
ICT Innovations
Bartosz Krawczyk, Michal Wozniak
2014 Misc ed.
Hybrid Artificial Intelligence Systems - 9th International Conference, HAIS 2014, Salamanca, Spain, June 11-13, 2014. Proceedings
HAIS
Marios M. Polycarpou, André Carlos Ponce de Leon Ferreira de Carvalho, Jeng-Shyang Pan, Michal Wozniak, Héctor Quintián, Emilio Corchado
2014 — book
Hybrid Classifiers - Methods of Data, Knowledge, and Classifier Combination
Michal Wozniak
2014 Misc conf
Hyperspectral Image Analysis Based on Color Channels and Ensemble Classifier.
HAIS
Bartosz Krawczyk, Pawel Ksieniewicz, Michal Wozniak
2014 — conf
Hyperspectral Image Analysis Based on Quad Tree Decomposition.
SOCO-CISIS-ICEUTE
Bartosz Krawczyk, Pawel Ksieniewicz, Michal Wozniak
2014 — conf
Hypertension Type Classification Using Hierarchical Ensemble of One-Class Classifiers for Imbalanced Data.
ICT Innovations
Bartosz Krawczyk, Michal Wozniak
2014 Misc conf
Identifying Features with Concept Drift in Multidimensional Data Using Statistical Tests.
AIAI
Piotr Sobolewski, Michal Wozniak
2014 J jnl
Improved Adaptive Splitting and Selection: the Hybrid Training Method of a Classifier Based on a Feature Space Partitioning.
Int. J. Neural Syst.
Konrad Jackowski, Bartosz Krawczyk, Michal Wozniak
2014 J jnl
Influence of Distance Measures on the Effectiveness of One-Class Classification Ensembles.
Appl. Artif. Intell.
Bartosz Krawczyk, Michal Wozniak
2014 B conf
New untrained aggregation methods for classifier combination.
IJCNN
Bartosz Krawczyk, Michal Wozniak
2014 C conf
One-Class Classification Ensemble with Dynamic Classifier Selection.
ISNN
Bartosz Krawczyk, Michal Wozniak
2014 — conf
Optimization Algorithms for One-Class Classification Ensemble Pruning.
ACIIDS (2)
Bartosz Krawczyk, Michal Wozniak
2014 J jnl
Optimization of Multicast Traffic in Elastic Optical Networks With Distance-Adaptive Transmission.
IEEE Commun. Lett.
Krzysztof Walkowiak, Róza Goscien, Miroslaw Klinkowski, Michal Wozniak
2014 J jnl
Recent trends in intelligent data analysis.
Neurocomputing
Emilio Corchado, Michal Wozniak, Ajith Abraham, André Carlos Ponce de Leon Ferreira de Carvalho, Václav Snásel
2014 — conf
The Influence of a Classifiers' Diversity on the Quality of Weighted Aging Ensemble.
ACIIDS (2)
Michal Wozniak, Piotr Cal, Boguslaw Cyganek
2014 C conf
Untrained Method for Ensemble Pruning and Weighted Combination.
ISNN
Bartosz Krawczyk, Michal Wozniak
2014 — conf
Vehicle Logo Recognition with an Ensemble of Classifiers.
ACIIDS (2)
Boguslaw Cyganek, Michal Wozniak
2014 B conf
Weighted One-Class Classifier Ensemble Based on Fuzzy Feature Space Partitioning.
ICPR
Bartosz Krawczyk, Michal Wozniak, Boguslaw Cyganek
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 Misc conf
A cost-sensitive ensemble classifier for breast cancer classification.
SACI
Bartosz Krawczyk, Gerald Schaefer, Michal Wozniak
2013 C conf
A framework for image analysis and object recognition in industrial applications with the ensemble of classifiers.
ETFA
Boguslaw Cyganek, Michal Wozniak
2013 — conf
Accuracy and diversity in classifier selection for one-class classification ensembles.
CIEL
Bartosz Krawczyk, Michal Wozniak
2013 — conf
Adaptive Splitting and Selection Method for Noninvasive Recognition of Liver Fibrosis Stage.
ACIIDS (2)
Bartosz Krawczyk, Michal Wozniak, Tomasz Orczyk, Piotr Porwik
2013 J jnl
Application of Adaptive Splitting and Selection Classifier to the Spam Filtering Problem.
Cybern. Syst.
Konrad Jackowski, Bartosz Krawczyk, Michal Wozniak
2013 — conf
Application of Combined Classifiers to Data Stream Classification.
CISIM
Michal Wozniak
2013 J jnl
Classifier ensemble for an effective cytological image analysis.
Pattern Recognit. Lett.
Pawel Filipczuk, Bartosz Krawczyk, Michal Wozniak
2013 — conf
Combining one-class classifiers for imbalanced classification of breast thermogram features.
CIMI
Bartosz Krawczyk, Gerald Schaefer, Michal Wozniak
2013 — conf
Comparable Study of Statistical Tests for Virtual Concept Drift Detection.
CORES
Piotr Sobolewski, Michal Wozniak
2013 J jnl
Concept Drift Detection and Model Selection with Simulated Recurrence and Ensembles of Statistical Detectors.
J. Univers. Comput. Sci.
Piotr Sobolewski, Michal Wozniak
2013 — conf
Cost Sensitive Hierarchical Classifiers for Non-invasive Recognition of Liver Fibrosis Stage.
CORES
Bartosz Krawczyk, Michal Wozniak, Tomasz Orczyk, Piotr Porwik
2013 — conf
Data Preprocessing with GPU for DBSCAN Algorithm.
CORES
Piotr Cal, Michal Wozniak
2013 Misc conf
Distributed Privacy-Preserving Minimal Distance Classification.
HAIS
Bartosz Krawczyk, Michal Wozniak
2013 J jnl
E-medical diagnosis support system for non-invasive liver fibrosis recognition.
Stud. Inform. Univ.
Tomasz Orczyk, Piotr Porwik, Bartosz Krawczyk, Michal Wozniak, Joanna Musialik, Barbara Blonska-Fajfrowska
2013 J jnl
Guest Editorial: Intelligent Network Security and Survivability.
Cybern. Syst.
Krzysztof Walkowiak, Michal Wozniak
2013 Misc ed.
Hybrid Artificial Intelligent Systems - 8th International Conference, HAIS 2013, Salamanca, Spain, September 11-13, 2013. Proceedings
HAIS
Jeng-Shyang Pan, Marios M. Polycarpou, Michal Wozniak, André C. P. L. F. de Carvalho, Héctor Quintián-Pardo, Emilio Corchado
2013 — conf
Incremental Learning and Forgetting in One-Class Classifiers for Data Streams.
CORES
Bartosz Krawczyk, Michal Wozniak
2013 — conf
LDCnet: Minimizing the cost of supervision for various types of concept drift.
CIDUE
Piotr Sobolewski, Michal Wozniak
2013 — conf
On diversity measures for fuzzy one-class classifier ensembles.
CIEL
Bartosz Krawczyk, Michal Wozniak
2013 Misc conf
Parallel Hoeffding Decision Tree for Streaming Data.
DCAI
Piotr Cal, Michal Wozniak
2013 — ed.
Proceedings of the 8th International Conference on Computer Recognition Systems CORES 2013, Milkow, Poland, 27-29 May 2013
CORES
Robert Burduk, Konrad Jackowski, Marek Kurzynski, Michal Wozniak, Andrzej Zolnierek
2013 — conf
Pruning One-Class Classifier Ensembles by Combining Sphere Intersection and Consistency Measures.
ICAISC (1)
Bartosz Krawczyk, Michal Wozniak
2013 J jnl
Special issue on "Innovative knowledge based techniques in pattern recognition".
Pattern Recognit. Lett.
Manuel Graña, Michal Wozniak, Nima Hatami
2013 J jnl
Special section on invited papers from NetCoM-2009.
Future Gener. Comput. Syst.
Sanguthevar Rajasekaran, Michal Wozniak
2013 — conf
Weighed Aging Ensemble of Heterogenous Classifiers for Incremental Drift Classification.
MICAI (2)
Michal Wozniak, Piotr Cal
2013 C conf
Weighted Aging Classifier Ensemble for the Incremental Drifted Data Streams.
FQAS
Michal Wozniak, Andrzej Kasprzak, Piotr Cal
2012 J jnl
Active learning approach to concept drift problem.
Log. J. IGPL
Bartosz Kurlej, Michal Wozniak
2012 — conf
Adaptive Splitting and Selection Algorithm for Classification of Breast Cytology Images.
ICCCI (1)
Bartosz Krawczyk, Pawel Filipczuk, Michal Wozniak
2012 — conf
Analysis of Diversity Assurance Methods for Combined Classifiers.
IP&C
Bartosz Krawczyk, Michal Wozniak
2012 — conf
Breast thermogram analysis using a cost-sensitive multiple classifier system.
BHI
Bartosz Krawczyk, Gerald Schaefer, Michal Wozniak
2012 — conf
Combined Bayesian Classifiers Applied to Spam Filtering Problem.
CISIS/ICEUTE/SOCO Special Sessions
Karol Wrótniak, Michal Wozniak
2012 — conf
Combined Classifiers with Neural Fuser for Spam Detection.
CISIS/ICEUTE/SOCO Special Sessions
Marcin Zmyslony, Bartosz Krawczyk, Michal Wozniak
2012 J jnl
Combined classifier based on feature space partitioning.
Int. J. Appl. Math. Comput. Sci.
Michal Wozniak, Bartosz Krawczyk
2012 — conf
Combining Diverse One-Class Classifiers.
HAIS (2)
Bartosz Krawczyk, Michal Wozniak
2012 J jnl
Combining classifiers under probabilistic models: experimental comparative analysis of methods.
Expert Syst. J. Knowl. Eng.
Marek Kurzynski, Michal Wozniak
2012 — conf
Comparison of Fuzzy Combiner Training Methods.
ICCCI (1)
Tomasz Wilk, Michal Wozniak
2012 C conf
Cost-Sensitive Splitting and Selection Method for Medical Decision Support System.
IDEAL
Konrad Jackowski, Bartosz Krawczyk, Michal Wozniak
2012 — conf
Data with Shifting Concept Classification Using Simulated Recurrence.
ACIIDS (1)
Piotr Sobolewski, Michal Wozniak
2012 — conf
Drift Detection and Model Selection Algorithms: Concept and Experimental Evaluation.
HAIS (2)
Piotr Cal, Michal Wozniak
2012 J jnl
Editorial: New trends and applications on hybrid artificial intelligence systems.
Neurocomputing
Emilio Corchado, Manuel Graña, Michal Wozniak
2012 — conf
Enhancing Concept Drift Detection with Simulated Recurrence.
ADBIS Workshops
Piotr Sobolewski, Michal Wozniak
2012 C conf
Experiments on distance measures for combining one-class classifiers.
FedCSIS
Bartosz Krawczyk, Michal Wozniak
2012 — ed.
Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part I
HAIS (1)
Emilio Corchado, Václav Snásel, Ajith Abraham, Michal Wozniak, Manuel Graña, Sung-Bae Cho
2012 — ed.
Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part II
HAIS (2)
Emilio Corchado, Václav Snásel, Ajith Abraham, Michal Wozniak, Manuel Graña, Sung-Bae Cho
2012 J jnl
Optimization of overlay distributed computing systems for multiple classifier system - heuristic approach.
Log. J. IGPL
Tomasz Kacprzak, Krzysztof Walkowiak, Michal Wozniak
2012 C conf
Performance Evaluation of Hybrid Implementation of Support Vector Machine.
IDEAL
Konrad Gajewski, Michal Wozniak
2012 — conf
Pixel-Based Object Detection and Tracking with Ensemble of Support Vector Machines and Extended Structural Tensor.
ICCCI (1)
Boguslaw Cyganek, Michal Wozniak
2012 J jnl
Soft computing methods applied to combination of one-class classifiers.
Neurocomputing
Tomasz Wilk, Michal Wozniak
2012 J jnl
Special Issue on Hybrid Artificial Intelligent Systems.
J. Math. Imaging Vis.
Manuel Graña, Emilio Corchado, Michal Wozniak
2012 J jnl
Special issue:
Log. J. IGPL
Manuel Graña, Emilio Corchado, Michal Wozniak
2012 — ed.
The Second International Conference on Computational Science, Engineering and Information Technology, CCSEIT '12, Coimbatore, India, October 26-28, 2012
CCSEIT
Natarajan Meghanathan, Michal Wozniak
2011 J jnl
A hybrid decision tree training method using data streams.
Knowl. Inf. Syst.
Michal Wozniak
2011 — conf
Artificial Recurrence for Classification of Streaming Data with Concept Shift.
ICAIS
Piotr Sobolewski, Michal Wozniak
2011 — conf
Combining Classifier with a Fuser Implemented as a One Layer Perceptron.
ACIIDS (2)
Michal Wozniak, Marcin Zmyslony
2011 — conf
Complexity and Multithreaded Implementation Analysis of One Class-Classifiers Fuzzy Combiner.
HAIS (2)
Tomasz Wilk, Michal Wozniak
2011 — book
Computer Recognition Systems 4
Robert Burduk, Marek Kurzynski, Michal Wozniak, Andrzej Zolnierek
2011 — conf
Decentralized Distributed Computing System for Privacy-Preserving Combined Classifiers - Modeling and Optimization.
ICCSA (1)
Krzysztof Walkowiak, Szymon Sztajer, Michal Wozniak
2011 — conf
Designing Cost-Sensitive Ensemble - Genetic Approach.
IP&C
Bartosz Krawczyk, Michal Wozniak
2011 J jnl
Editorial: Neuro-symbolic Algorithms and Models for Bio-inspired Systems.
Log. J. IGPL
Emilio Corchado, Michal Wozniak
2011 — ed.
Hybrid Artificial Intelligent Systems - 6th International Conference, HAIS 2011, Wroclaw, Poland, May 23-25, 2011, Proceedings, Part I
HAIS (1)
Emilio Corchado, Marek Kurzynski, Michal Wozniak
2011 — ed.
Hybrid Artificial Intelligent Systems - 6th International Conference, HAIS 2011, Wroclaw, Poland, May 23-25, 2011, Proceedings, Part II
HAIS (2)
Emilio Corchado, Marek Kurzynski, Michal Wozniak
2011 — conf
Knowledge Source Confidence Measure Applied to a Rule-Based Recognition System.
ACIIDS (1)
Michal Wozniak
2011 — conf
Learning Curve in Concept Drift While Using Active Learning Paradigm.
ICAIS
Bartosz Kurlej, Michal Wozniak
2011 — conf
Multiple Classifier Method for Structured Output Prediction Based on Error Correcting Output Codes.
ACIIDS (2)
Tomasz Kajdanowicz, Michal Wozniak, Przemyslaw Kazienko
2011 J jnl
Optimizing distributed computing systems for
Log. J. IGPL
Michal Przewozniczek, Krzysztof Walkowiak, Michal Wozniak
2011 — ch.
Privacy Preserving Models of
Computer Recognition Systems 4
Bartosz Krawczyk, Michal Wozniak
2010 — conf
Chosen problems of designing effective Multiple Classifier Systems.
CISIM
Michal Wozniak, Marcin Zmyslony
2010 J jnl
Computer recognition systems.
Expert Syst. J. Knowl. Eng.
Michal Wozniak, Elif Derya Übeyli
2010 J jnl
Cost-sensitive methods of constructing hierarchical classifiers.
Expert Syst. J. Knowl. Eng.
Wojciech Penar, Michal Wozniak
2010 — conf
Designing Fusers on the Basis of Discriminants - Evolutionary and Neural Methods of Training.
HAIS (1)
Michal Wozniak, Marcin Zmyslony
2010 C conf
Designing combining classifier with trained fuser - Analytical and experimental evaluation.
ISDA
Michal Wozniak, Marcin Zmyslony
2010 — conf
Fusion Methods for the Two Class Recognition Problem - Analytical and Experimental Results.
IP&C
Michal Wozniak, Marcin Zmyslony
2010 — conf
GRASP Algorithm for Optimization of Grids for Multiple Classifier System.
SOCO
Tomasz Kacprzak, Krzysztof Walkowiak, Michal Wozniak
2010 J jnl
Method of classifier selection using the genetic approach.
Expert Syst. J. Knowl. Eng.
Konrad Jackowski, Michal Wozniak
2010 C conf
Simple combining classifiers for a special case of incremental concept drift problem.
ISDA
Bartosz Kurlej, Piotr Sobolewski, Michal Wozniak
2009 Misc conf
Adaptive Splitting and Selection Method of Classifier Ensemble Building.
HAIS
Konrad Jackowski, Michal Wozniak
2009 J jnl
Algorithm of designing compound recognition system on the basis of combining classifiers with simultaneous splitting feature space into competence areas.
Pattern Anal. Appl.
Konrad Jackowski, Michal Wozniak
2009 — conf
Bayes Multistage Classifier and Boosted C4.5 Algorithm in Acute Abdominal Pain Diagnosis.
ICMMI
Robert Burduk, Michal Wozniak
2009 — book
Computer Recognition Systems 3
Marek Kurzynski, Michal Wozniak
2009 — conf
Decision Tree Induction Methods for Distributed Environment.
ICMMI
Krzysztof Walkowiak, Michal Wozniak
2009 — conf
Evolutionary Approach to Produce Classifier Ensemble based on Weighted Voting.
NaBIC
Michal Wozniak
2009 C conf
Modeling of Network Computing Systems for Decision Tree Induction Tasks.
IDEAL
Krzysztof Walkowiak, Michal Wozniak
2009 C conf
Modification of Nested Hyperrectangle Exemplar as a Proposition of Information Fusion Method.
IDEAL
Michal Wozniak
2009 — ch.
Multivariate Decision Trees vs. Univariate Ones.
Computer Recognition Systems 3
Mariusz Koziol, Michal Wozniak
2009 Misc conf
Some Remarks on Chosen Methods of Classifier Fusion Based on Weighted Voting.
HAIS
Michal Wozniak, Konrad Jackowski
2008 — conf
Classifier Fusion Based on Weighted Voting - Analytical and Experimental Results.
ISDA (2)
Michal Wozniak
2008 — book
Computer Recognition Systems 2
Marek Kurzynski, Edward Puchala, Michal Wozniak, Andrzej Zolnierek
2008 — ch.
Experiments on Classifiers Obtained Via Decision Tree Induction Methods with Different Attribute Acquisition Cost Limit.
Computer Recognition Systems 2
Wojciech Penar, Michal Wozniak
2008 — ch.
Experiments on Linear Combiners.
Information Technologies in Biomedicine
Michal Wozniak
2008 — conf
Experiments with Boosted Decision Tree Classifiers.
ISDA (1)
Michal Wozniak
2008 — ch.
Experiments with Trained and Untrained Fusers.
Innovations in Hybrid Intelligent Systems
Michal Wozniak
2008 Misc conf
Fusers Based on Classifier Response and Discriminant Function - Comparative Study.
HAIS
Michal Wozniak, Konrad Jackowski
2006 — conf
Adaptive Weights Calculation Procedure for Weighted Voting - Idea and Experimental Results.
ICDM (Posters)
Michal Wozniak
2006 J jnl
Proposition of common classifier construction for pattern recognition with context task.
Knowl. Based Syst.
Michal Wozniak
2006 — conf
Two-Stage Classifier for Diagnosis of Hypertension Type.
ISBMDA
Michal Wozniak
2005 — conf
Boosted Decision Trees for Diagnosis Type of Hypertension.
ISBMDA
Michal Wozniak
2005 — ed.
Computer Recognition Systems, Proceedings of the 4th International Conference on Computer Recognition Systems, CORES'05, May 22-25, 2005, Rydzyna Castle, Poland
CORES
Marek Kurzynski, Edward Puchala, Michal Wozniak, Andrzej Zolnierek
2005 — conf
Machine Learning Methods for Dialysis Therapy Decision Problem - Comparative Study.
CORES
Wojciech Penar, Michal Wozniak
2005 — conf
Markov Chains Pattern Recognition Approach Applied to the Medical Diagnosis Tasks.
ISBMDA
Michal Wozniak
2005 — conf
Some Propositions of Information Fusion for Pattern Recognition with Context Task.
Australian Conference on Artificial Intelligence
Michal Wozniak
2005 Misc conf
Three Classifiers for Acute Abdominal Pain Diagnosis - Comparative Study.
International Conference on Computational Science (3)
Michal Wozniak
2004 — conf
Information Fusion for Probabilistic Reasoning and Its Application to the Medical Decision Support Systems.
ICCSA (3)
Michal Wozniak
2004 Misc conf
Proposition of Boosting Algorithm for Probabilistic Decision Support System.
International Conference on Computational Science
Michal Wozniak
2003 Misc conf
Application of the Confidence Measure in Knowledge Acquisition Process.
International Conference on Computational Science
Michal Wozniak
2003 — conf
Case- and Rule-Based Algorithms for the Contextual Pattern Recognition Problem.
ICCSA (1)
Michal Wozniak
2003 — conf
Concept of the Knowledge Quality Management for Rule-Based Decision System.
IIS
Michal Wozniak
2003 C conf
Proposition of the Quality Measure for the Probabilistic Decision Support System.
IEA/AIE
Michal Wozniak
1995 B conf
Diagnosis of Human Acid-Base Balance States via Combined Pattern Recognition of Markov Chains.
AIME
Marek Kurzynski, Michal Wozniak, Alexandra Blinowska