Alfredo Vellido

146 papers A 1B 34C 9Misc 8Journal 43Unranked 49

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Dimensionality Reduction-Based Analysis of the Molecular Dynamics of G Protein-Coupled Receptors. IEEE Trans. Comput. Biol. Bioinform. Juan Manuel López-Correa, Caroline König, Alfredo Vellido
2025	J	`jnl`	Frequency selection for the diagnostic characterization of human brain tumours. CoRR Carlos Arizmendi, Alfredo Vellido, Enrique Romero
2025	B	`conf`	Improving Diabetic Retinopathy Classification Using Class Imbalance Correction Techniques. CBMS Caroline König, Pedro Copado, Enrique Romero, Javier Zarranz-Ventura, Alfredo Vellido
2025	J	`jnl`	Machine Learning Prediction of Cardiovascular Risk in Type 1 Diabetes Mellitus Using Radiomics Features from Multimodal Retinal Images. CoRR Ariadna Tohà-Dalmau, Josep Rosinés-Fonoll, Enrique Romero, Ferran Mazzanti, Ruben Martin-Pinardel, Sonia Marias-Perez, Carolina Bernal-Morales, Rafael Castro-Dominguez, Andrea Mendez, Emilio Ortega, Irene Vinagre, Marga Giménez, Alfredo Vellido, Javier Zarranz-Ventura
2024	—	`conf`	Exploring Data Distributions in Machine Learning Models with SOMs. WSOM+ Caroline König, Alfredo Vellido
2024	—	`conf`	Group Discovery in a Clinical Database of Patients with Psychosis Who Have Undergone Metacognitive Training. CIBB Caroline König, Wafaa Guendouz, Pedro Copado, Cecilio Angulo, Àngela Nebot, Susana Ochoa, Maria Lamarca, Rabea Fischer, Fabrice Berna, Lucasz Gaweda, Vanessa Acuña, Alfredo Vellido
2024	J	`jnl`	Understanding predictions of drug profiles using explainable machine learning models. BioData Min. Caroline König, Alfredo Vellido
2023	—	`conf`	Recognition of Conformational States of a G Protein-Coupled Receptor from Molecular Dynamic Simulations Using Sampling Techniques. IWBBIO (1) Mario Alberto Gutiérrez-Mondragón, Caroline König, Alfredo Vellido
2023	J	`jnl`	The coming of age of interpretable and explainable machine learning models. Neurocomputing Paulo J. G. Lisboa, Sascha Saralajew, Alfredo Vellido, Ricardo Fernández-Domenech, Thomas Villmann
2022	—	`conf`	A Deep Learning-Based Method for Uncovering GPCR Ligand-Induced Conformational States Using Interpretability Techniques. IWBBIO (2) Mario A. Gutierrez-Mondragon, Caroline König, Alfredo Vellido
2022	J	`jnl`	A self-organizing world: special issue of the 13th edition of the workshop on self-organizing maps and learning vector quantization, clustering and data visualization, WSOM + 2019. Neural Comput. Appl. Alfredo Vellido, Cecilio Angulo, Karina Gibert
2022	—	`conf`	Long Short-Term Memory to Predict 3D Amino Acids Positions in GPCR Molecular Dynamics. CCIA Juan Manuel López-Correa, Caroline König, Alfredo Vellido
2022	J	`jnl`	Long Short-Term Memory to predict 3D Amino acids Positions in GPCR Molecular Dynamics. CoRR Juan Manuel López-Correa, Caroline König, Alfredo Vellido
2022	—	`conf`	Molecular Dynamics forecasting of transmembrane Regions in GPRCs by Recurrent Neural Networks. BHI Juan Manuel López-Correa, Caroline König, Alfredo Vellido
2022	—	`conf`	NMF for Quality Control of Multi-modal Retinal Images for Diagnosis of Diabetes Mellitus and Diabetic Retinopathy. IWBBIO (1) Anass Benali, Laura Carrera, Ann Christin, Ruben Martín, Anibal Alé, Marina Barraso, Carolina Bernal, Sara Marín, Silvia Feu, Josep Rosinés, Teresa Hernandez, Irene Vilà, Cristian Oliva, Irene Vinagre, Emilio Ortega, Marga Giménez, Enric Esmatjes, Javier Zarranz-Ventura, Enrique Romero, Alfredo Vellido
2021	B	`conf`	The Coming of Age of Interpretable and Explainable Machine Learning Models. ESANN Paulo Lisboa, Sascha Saralajew, Alfredo Vellido, Thomas Villmann
2021	—	`conf`	Visual Mining of Industrial Gas Turbines Sensor Data as an Industry 4.0 Application. SOCO Angel X. Astudillo Aguilar, Stefano Rosso, Karina Gibert, Alfredo Vellido
2020	—	`ed.`	Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization - Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019 WSOM+ Alfredo Vellido, Karina Gibert, Cecilio Angulo, José David Martín-Guerrero
2020	B	`conf`	Interpreting response to TMZ therapy in murine GL261 glioblastoma by combining Radiomics, Convex-NMF and feature selection in MRI/MRSI data analysis. IJCNN Luis Miguel Núñez, Margarida Julià-Sapé, Enrique Romero, Carles Arús, Alfredo Vellido, Ana-Paula Candiota
2020	J	`jnl`	The importance of interpretability and visualization in machine learning for applications in medicine and health care. Neural Comput. Appl. Alfredo Vellido
2019	—	`conf`	Network Community Cluster-Based Analysis for the Identification of Potential Leukemia Drug Targets. WSOM+ Adrián Bazaga, Alfredo Vellido
2019	B	`conf`	Societal Issues in Machine Learning: When Learning from Data is Not Enough. ESANN Davide Bacciu, Battista Biggio, Paulo Lisboa, José D. Martín, Luca Oneto, Alfredo Vellido
2018	—	`conf`	Big Data Analytics for Obesity Prediction. CCIA Ahsan Bilal, Alfredo Vellido, Vicent J. Ribas
2018	J	`jnl`	Bioinformatics and Medicine in the Era of Deep Learning. CoRR Davide Bacciu, Paulo J. G. Lisboa, José D. Martín, Ruxandra Stoean, Alfredo Vellido
2018	B	`conf`	Bioinformatics and medicine in the era of deep learning. ESANN Davide Bacciu, Paulo Lisboa, José D. Martín, Ruxandra Stoean, Alfredo Vellido
2017	—	`conf`	Discovering Subtype Specific n-Gram Motifs in Class C GPCR N-Termini. CCIA Caroline König, René Alquézar, Alfredo Vellido, Jesús Giraldo
2017	Misc	`conf`	Electricity Rate Planning for the Current Consumer Market Scenario Through Segmentation of Consumption Time Series. EPIA Alfredo Vellido, David L. García
2017	J	`jnl`	Intelligent data analysis approaches to churn as a business problem: a survey. Knowl. Inf. Syst. David L. García, Àngela Nebot, Alfredo Vellido
2017	—	`conf`	Machine Learning for Critical Care: An Overview and a Sepsis Case Study. IWBBIO (1) Alfredo Vellido, Vicent J. Ribas, Carles Morales, Adolfo Ruiz-Sanmartin, Juan Carlos Ruiz-Rodríguez
2017	Misc	`conf`	Topological Sequence Segments Discriminate Between Class C GPCR Subtypes. PACBB Caroline König, René Alquézar, Alfredo Vellido, Jesús Giraldo
2016	B	`conf`	A decision making support tool: The resilience management fuzzy controller. CEC J. Rubén González Cárdenas, Àngela Nebot, Francisco Mugica, Alfredo Vellido
2016	B	`conf`	A machine learning pipeline for supporting differentiation of glioblastomas from single brain metastases. ESANN Victor Mocioiu, Nuno Miguel Pedrosa de Barros, Sandra Ortega-Martorell, Johannes Slotboom, Urspeter Knecht, Carles Arús, Alfredo Vellido, Margarida Julià-Sapé
2016	B	`conf`	A methodological approach for algorithmic composition systems' parameter spaces aesthetic exploration. CEC Iván Paz Ortiz, Àngela Nebot, Enrique Romero, Francisco Mugica, Alfredo Vellido
2016	—	`conf`	Applying Conditional Independence Maps to Improve Sepsis Prognosis. ICDM Workshops Carles Morales, Vicent J. Ribas, Alfredo Vellido
2016	—	`conf`	Automated Quality Control for Proton Magnetic Resonance Spectroscopy Data Using Convex Non-negative Matrix Factorization. IWBBIO Victor Mocioiu, Sreenath P. Kyathanahally, Carles Arús, Alfredo Vellido, Margarida Julià-Sapé
2016	B	`conf`	Bayesian semi non-negative matrix factorisation. ESANN Albert Vilamala, Alfredo Vellido, Lluís A. Belanche
2016	—	`conf`	Computational Intelligence in Interior Design: State-of-the-Art and Outlook. CCIA Emil Racec, Stefania Budulan, Alfredo Vellido
2016	B	`conf`	Physics and Machine Learning: Emerging Paradigms. ESANN José David Martín-Guerrero, Paulo J. G. Lisboa, Alfredo Vellido
2016	—	`conf`	Random Forests for Quality Control in G-Protein Coupled Receptor Databases. IWBBIO Aleksei Shkurin, Alfredo Vellido
2016	Misc	`conf`	Visual Exploratory Assessment of Class C GPCR Extracellular Domains Discrimination Capabilities. PACBB Martha Ivón Cárdenas, Alfredo Vellido, Jesús Giraldo
2015	—	`conf`	A Weighted Cramér's V Index for the Assessment of Stability in the Fuzzy Clustering of Class C G Protein-Coupled Receptors. IWBBIO (1) Alfredo Vellido, Christiana Halka, Àngela Nebot
2015	J	`jnl`	Label noise in subtype discrimination of class C G protein-coupled receptors: A systematic approach to the analysis of classification errors. BMC Bioinform. Caroline König, Martha Ivón Cárdenas, Jesús Giraldo, René Alquézar, Alfredo Vellido
2015	J	`jnl`	Making nonlinear manifold learning models interpretable: The manifold grand tour. Expert Syst. Appl. Paulo J. G. Lisboa, José David Martín-Guerrero, Alfredo Vellido
2015	B	`conf`	The extracellular N-terminal domain suffices to discriminate class C G Protein-Coupled Receptor subtypes from n-grams of their sequences. IJCNN Caroline König, René Alquézar, Alfredo Vellido, Jesús Giraldo
2015	J	`jnl`	The influence of alignment-free sequence representations on the semi-supervised classification of class C G protein-coupled receptors. Medical Biol. Eng. Comput. Raúl Cruz-Barbosa, Alfredo Vellido, Jesús Giraldo
2014	—	`conf`	A MAP approach for convex non-negative matrix factorization in the diagnosis of brain tumors. PRNI Albert Vilamala, Lluís A. Belanche Muñoz, Alfredo Vellido
2014	J	`jnl`	Automated classification of brain tumours from short echo time in vivo MRS data using Gaussian Decomposition and Bayesian Neural Networks. Expert Syst. Appl. Carlos Arizmendi, Daniel A. Sierra, Alfredo Vellido, Enrique Romero
2014	—	`conf`	Exploratory Visualization of Misclassified GPCRs from their transformed unaligned sequences using manifold learning techniques. IWBBIO Martha Ivón Cárdenas, Alfredo Vellido, Caroline König, René Alquézar, Jesús Giraldo
2014	Misc	`conf`	Finding Class C GPCR Subtype-Discriminating N-grams through Feature Selection. PACBB Caroline König, René Alquézar, Alfredo Vellido, Jesús Giraldo
2014	—	`conf`	Manifold learning visualization of Metabotropic Glutamate Receptors. CCIA Martha Ivón Cárdenas, Alfredo Vellido, Jesús Giraldo
2014	A	`conf`	Metrics for Probabilistic Geometries. UAI Alessandra Tosi, Søren Hauberg, Alfredo Vellido, Neil D. Lawrence
2014	J	`jnl`	Metrics for Probabilistic Geometries. CoRR Alessandra Tosi, Søren Hauberg, Alfredo Vellido, Neil D. Lawrence
2014	—	`conf`	Probability Ridges and Distortion Flows: Visualizing Multivariate Time Series Using a Variational Bayesian Manifold Learning Method. WSOM Alessandra Tosi, Iván Olier, Alfredo Vellido
2014	J	`jnl`	Reducing the n-gram feature space of class C GPCRs to subtype-discriminating patterns. J. Integr. Bioinform. Caroline König, René Alquézar, Alfredo Vellido, Jesús Giraldo
2014	J	`jnl`	Sepsis mortality prediction with the Quotient Basis Kernel. Artif. Intell. Medicine Vicent J. Ribas Ripoll, Alfredo Vellido, Enrique Romero, Juan Carlos Ruiz-Rodríguez
2014	—	`conf`	Visual interpretation of class C GPCR subtype overlapping from the nonlinear mapping of transformed primary sequences. BHI Martha Ivón Cárdenas, Alfredo Vellido, Jesús Giraldo
2013	B	`conf`	A quotient basis kernel for the prediction of mortality in severe sepsis patients. ESANN Vicent J. Ribas Ripoll, Enrique Romero, Juan Carlos Ruiz-Rodríguez, Alfredo Vellido
2013	—	`conf`	Advances in Semi-Supervised Alignment-Free Classication of G Protein-Coupled Receptors. IWBBIO Raúl Cruz-Barbosa, Alfredo Vellido, Jesús Giraldo
2013	J	`jnl`	Aprendizaje generativo de variedades para la exploración de datos parcialmente etiquetados. Computación y Sistemas Raúl Cruz-Barbosa, Alfredo Vellido
2013	J	`jnl`	Cartogram visualization for nonlinear manifold learning models. Data Min. Knowl. Discov. Alfredo Vellido, David L. García, Àngela Nebot
2013	—	`conf`	Cartogram-Based Data Visualization Using the Growing Hierarchical SOM. CCIA Àngela Martín, Alfredo Vellido
2013	J	`jnl`	Discriminant Convex Non-negative Matrix Factorization for the classification of human brain tumours. Pattern Recognit. Lett. Albert Vilamala, Paulo J. G. Lisboa, Sandra Ortega-Martorell, Alfredo Vellido
2013	B	`conf`	Robust cartogram visualization of outliers in manifold learning. ESANN Alessandra Tosi, Alfredo Vellido
2013	—	`conf`	SVM-Based Classification of Class C GPCRs from Alignment-Free Physicochemical Transformations of Their Sequences. ICIAP Workshops Caroline König, Raúl Cruz-Barbosa, René Alquézar, Alfredo Vellido
2013	—	`conf`	Telecommunications Customers Churn Monitoring using Flow Maps and Cartogram Visualization. GRAPP/IVAPP David L. García, Àngela Nebot, Alfredo Vellido
2013	B	`conf`	Visualizing pay-per-view television customers churn using cartograms and flow maps. ESANN David L. García, Àngela Nebot, Alfredo Vellido
2012	B	`conf`	Cartogram representation of the batch-SOM magnification factor. ESANN Alessandra Tosi, Alfredo Vellido
2012	J	`jnl`	Classification of human brain tumours from MRS data using Discrete Wavelet Transform and Bayesian Neural Networks. Expert Syst. Appl. Carlos Arizmendi, Alfredo Vellido, Enrique Romero
2012	B	`conf`	Classifying malignant brain tumours from IJCNN Albert Vilamala, Lluís A. Belanche Muñoz, Alfredo Vellido
2012	—	`ed.`	Computational Intelligence Methods for Bioinformatics and Biostatistics, 8th International Meeting, CIBB 2011, Gargnano del Garda, Italy, June 30 - July 2, 2011, Revised Selected Papers CIBB Elia Biganzoli, Alfredo Vellido, Federico Ambrogi, Roberto Tagliaferri
2012	J	`jnl`	Corrigendum to "Severe sepsis mortality prediction with logistic regression over latent factors" [Expert Systems with Applications 39 (2) (2012) 1937-1943]. Expert Syst. Appl. Vicent J. Ribas, Alfredo Vellido, Juan Carlos Ruiz-Rodríguez, Jordi Rello
2012	B	`conf`	Making machine learning models interpretable. ESANN Alfredo Vellido, José David Martín-Guerrero, Paulo J. G. Lisboa
2012	J	`jnl`	Non-negative matrix factorisation methods for the spectral decomposition of MRS data from human brain tumours. BMC Bioinform. Sandra Ortega-Martorell, Paulo J. G. Lisboa, Alfredo Vellido, Margarida Julià-Sapé, Carles Arús
2012	J	`jnl`	Severe sepsis mortality prediction with logistic regression over latent factors. Expert Syst. Appl. Vicent J. Ribas, Alfredo Vellido, Juan Carlos Ruiz-Rodríguez, Jordi Rello
2012	B	`conf`	Towards interpretable classifiers with blind signal separation. IJCNN Héctor Ruiz, Ian H. Jarman, José David Martín-Guerrero, Sandra Ortega-Martorell, Alfredo Vellido, Enrique Romero, Paulo J. G. Lisboa
2011	B	`conf`	A probabilistic approach to the visual exploration of G Protein-Coupled Receptor sequences. ESANN Alfredo Vellido, Martha Ivón Cárdenas, Iván Olier, Xavier Rovira, Jesús Giraldo
2011	J	`jnl`	A variational Bayesian approach for the robust analysis of the cortical silent period from EMG recordings of brain stroke patients. Neurocomputing Iván Olier, Julià Amengual, Alfredo Vellido
2011	—	`conf`	Brain Tumor Pathological Area Delimitation through Non-negative Matrix Factorization. ICDM Workshops Sandra Ortega-Martorell, Paulo J. G. Lisboa, Alfredo Vellido, Rui V. Simões, Margarida Julià-Sapé, Carles Arús
2011	—	`conf`	Brain tumour classification using Gaussian decomposition and neural networks. EMBC Carlos Arizmendi, Daniel A. Sierra, Alfredo Vellido, Enrique Romero
2011	—	`conf`	Comparative Diagnostic Accuracy of Linear and Nonlinear Feature Extraction Methods in a Neuro-oncology Problem. MCPR Raúl Cruz-Barbosa, David Bautista-Villavicencio, Alfredo Vellido
2011	—	`conf`	Complementing Kernel-Based Visualization of Protein Sequences with Their Phylogenetic Tree. CIBB Martha Ivón Cárdenas, Alfredo Vellido, Iván Olier, Xavier Rovira, Jesús Giraldo
2011	—	`conf`	Discovering Hidden Pathways in Bioinformatics. CIBB Paulo J. G. Lisboa, Ian H. Jarman, Terence A. Etchells, Simon J. Chambers, Davide Bacciu, Joe Whittaker, Jonathan M. Garibaldi, Sandra Ortega-Martorell, Alfredo Vellido, Ian O. Ellis
2011	C	`conf`	On the Computation of the Geodesic Distance with an Application to Dimensionality Reduction in a Neuro-Oncology Problem. CIARP Raúl Cruz-Barbosa, David Bautista-Villavicencio, Alfredo Vellido
2011	—	`conf`	On the Use of Graphical Models to Study ICU Outcome Prediction in Septic Patients Treated with Statins. CIBB Vicent J. Ribas, Jesús Caballero Lopez, Anna Sáez de Tejada, Juan Carlos Ruiz-Rodríguez, Adolfo Ruiz-Sanmartin, Jordi Rello, Alfredo Vellido
2011	C	`conf`	On the use of decision trees for ICU outcome prediction in sepsis patients treated with statins. CIDM Vicent J. Ribas, Jesús Caballero Lopez, Juan Carlos Ruiz-Rodríguez, Adolf Ruiz-Sanmartin, Jordi Rello, Alfredo Vellido
2011	B	`conf`	Seeing is believing: The importance of visualization in real-world machine learning applications. ESANN Alfredo Vellido, José David Martín-Guerrero, Fabrice Rossi, Paulo J. G. Lisboa
2011	J	`jnl`	Semi-Supervised Analysis of Human Brain Tumours from Partially Labeled MRS Information, Using Manifold Learning Models. Int. J. Neural Syst. Raúl Cruz-Barbosa, Alfredo Vellido
2011	—	`conf`	Severe sepsis mortality prediction with relevance vector machines. EMBC Vicent J. Ribas, Jesús Caballero Lopez, Adolf Ruiz-Sanmartin, Juan Carlos Ruiz-Rodríguez, Jordi Rello, Anna Wojdel, Alfredo Vellido
2011	B	`conf`	Spectral decomposition methods for the analysis of MRS information from human brain tumors. IJCNN Sandra Ortega-Martorell, Alfredo Vellido, Paulo J. G. Lisboa, Margarida Julià-Sapé, Carles Arús
2010	B	`conf`	Computational Intelligence in biomedicine: Some contributions. ESANN Paulo J. G. Lisboa, Alfredo Vellido, José David Martín-Guerrero
2010	J	`jnl`	Data Mining in Cancer Research [Application Notes]. IEEE Comput. Intell. Mag. Paulo J. G. Lisboa, Alfredo Vellido, Roberto Tagliaferri, Francesco Napolitano, Michele Ceccarelli, José David Martín-Guerrero, Elia Biganzoli
2010	J	`jnl`	Feature and model selection with discriminatory visualization for diagnostic classification of brain tumors. Neurocomputing Félix Fernando González-Navarro, Lluís A. Belanche Muñoz, Enrique Romero, Alfredo Vellido, Margarida Julià-Sapé, Carles Arús
2010	B	`conf`	Kernel generative topographic mapping. ESANN Iván Olier, Alfredo Vellido, Jesús Giraldo
2010	B	`conf`	Segmentation of EMG time series using a variational Bayesian approach for the robust estimation of cortical silent periods. ESANN Iván Olier, Julià Amengual, Alfredo Vellido
2010	J	`jnl`	Semi-supervised geodesic Generative Topographic Mapping. Pattern Recognit. Lett. Raúl Cruz-Barbosa, Alfredo Vellido
2010	B	`conf`	Spectral Prototype Extraction for dimensionality reduction in brain tumour diagnosis. ESANN Sandra Ortega-Martorell, Iván Olier, Alfredo Vellido, Margarida Julià-Sapé, Carles Arús
2009	J	`jnl`	Advances in machine learning and computational intelligence. Neurocomputing Frank-Michael Schleif, Michael Biehl, Alfredo Vellido
2009	Misc	`conf`	Comparative Evaluation of Semi-supervised Geodesic GTM. HAIS Raúl Cruz-Barbosa, Alfredo Vellido
2009	—	`conf`	Feature Selection with Single-Layer Perceptrons for a Multicentre 1H-MRS Brain Tumour Database. IWANN (1) Enrique Romero, Alfredo Vellido, Josep M. Sopena
2009	—	`conf`	Frequency Selection for the Diagnostic Characterization of Human Brain Tumours. CCIA Carlos Arizmendi, Alfredo Vellido, Enrique Romero
2009	J	`jnl`	Outlier exploration and diagnostic classification of a multi-centre Neurocomputing Alfredo Vellido, Enrique Romero, Félix Fernando González-Navarro, Lluís A. Belanche Muñoz, Margarida Julià-Sapé, Carles Arús
2009	C	`conf`	Semi-supervised Outcome Prediction for a Type of Human Brain Tumour Using Partially Labeled MRS Information. IDEAL Raúl Cruz-Barbosa, Alfredo Vellido
2008	B	`conf`	A variational formulation for GTM through time. IJCNN Iván Olier, Alfredo Vellido
2008	J	`jnl`	Advances in clustering and visualization of time series using GTM through time. Neural Networks Iván Olier, Alfredo Vellido
2008	—	`conf`	Assessment of the Effect of Noise on an Unsupervised Feature Selection Method for Generative Topographic Mapping. ICEIS (2) Alfredo Vellido, Jorge S. Velazco
2008	C	`conf`	Classification, Dimensionality Reduction, and Maximally Discriminatory Visualization of a Multicentre 1H-MRS Database of Brain Tumors. ICMLA Paulo J. G. Lisboa, Enrique Romero, Alfredo Vellido, Margarida Julià-Sapé, Carles Arús
2008	B	`conf`	DSS-oriented exploration of a multi-centre magnetic resonance spectroscopy brain tumour dataset through visualization. ESANN Enrique Romero, Margarida Julià-Sapé, Alfredo Vellido
2008	—	`conf`	Exploratory Characterization of Outliers in a Multi-centre 1H-MRS Brain Tumour Dataset. KES (2) Alfredo Vellido, Margarida Julià-Sapé, Enrique Romero, Carles Arús
2008	—	`conf`	Geodesic Generative Topographic Mapping. IBERAMIA Raúl Cruz-Barbosa, Alfredo Vellido
2008	B	`conf`	Machine learning in cancer research: implications for personalised medicine. ESANN Alfredo Vellido, Elia Biganzoli, Paulo J. G. Lisboa
2008	C	`conf`	On the Improvement of the Mapping Trustworthiness and Continuity of a Manifold Learning Model. IDEAL Raúl Cruz-Barbosa, Alfredo Vellido
2008	B	`conf`	On the benefits for model regularization of a variational formulation of GTM. IJCNN Iván Olier, Alfredo Vellido
2008	—	`conf`	Rule-Based Assistance to Brain Tumour Diagnosis Using LR-FIR. KES (2) Àngela Nebot, Félix Castro, Alfredo Vellido, Margarida Julià-Sapé, Carles Arús
2008	B	`conf`	The effect of noise and sample size on an unsupervised feature selection method for manifold learning. IJCNN Alfredo Vellido, Jorge S. Velazco
2008	—	`conf`	Two-Stage Clustering of a Human Brain Tumour Dataset using Manifold Learning Models. BIOSIGNALS (2) Raúl Cruz-Barbosa, Alfredo Vellido
2008	Misc	`conf`	Unfolding the Manifold in Generative Topographic Mapping. HAIS Raúl Cruz-Barbosa, Alfredo Vellido
2008	J	`jnl`	Variational Bayesian Generative Topographic Mapping. J. Math. Model. Algorithms Iván Olier, Alfredo Vellido
2007	J	`jnl`	Determination of feature relevance for the grouping of motor unit action potentials through a generative mixture model. Biomed. Signal Process. Control. Alfredo Vellido, Adriano O. Andrade
2007	J	`jnl`	Exploring the ecological status of human altered streams through Generative Topographic Mapping. Environ. Model. Softw. Alfredo Vellido, Eugenia Martí, Joaquim Comas, Ignasi Rodríguez-Roda, Francesc Sabater
2007	B	`conf`	Identification of churn routes in the Brazilian telecommunications market. ESANN David L. García, Alfredo Vellido, Àngela Nebot
2007	Misc	`conf`	Neural Networks and Other Machine Learning Methods in Cancer Research. IWANN Alfredo Vellido, Paulo J. G. Lisboa
2007	—	`conf`	On the Influence of Class Information in the Two-Stage Clustering of a Human Brain Tumour Dataset. MICAI Raúl Cruz-Barbosa, Alfredo Vellido
2007	—	`conf`	On the Initialization of Two-Stage Clustering with Class-GTM. CAEPIA Raúl Cruz-Barbosa, Alfredo Vellido
2007	C	`conf`	Variational GTM. IDEAL Iván Olier, Alfredo Vellido
2006	—	`conf`	Assessment of an Unsupervised Feature Selection Method for Generative Topographic Mapping. ICANN (2) Alfredo Vellido
2006	C	`conf`	Describing Customer Loyalty to Spanish Petrol Stations Through Rule Extraction. IDEAL Alfredo Vellido, Terence A. Etchells, David L. García, Àngela Nebot
2006	J	`jnl`	Handling outliers in brain tumour MRS data analysis through robust topographic mapping. Comput. Biol. Medicine Alfredo Vellido, Paulo J. G. Lisboa
2006	B	`conf`	Learning what is important: feature selection and rule extraction in a virtual course. ESANN Terence A. Etchells, Àngela Nebot, Alfredo Vellido, Paulo J. G. Lisboa, Francisco Mugica
2006	J	`jnl`	Missing data imputation through GTM as a mixture of t-distributions. Neural Networks Alfredo Vellido
2006	C	`conf`	Neural Network Models for Language Acquisition: A Brief Survey. IDEAL Jordi Poveda, Alfredo Vellido
2006	—	`conf`	On the improvement of brain tumour data clustering using class information. STAIRS Raúl Cruz-Barbosa, Alfredo Vellido
2006	J	`jnl`	Robust analysis of MRS brain tumour data using Neurocomputing Alfredo Vellido, Paulo J. G. Lisboa, Dolores Vicente
2006	C	`conf`	Time Series Relevance Determination Through a Topology-Constrained Hidden Markov Model. IDEAL Iván Olier, Alfredo Vellido
2005	Misc	`conf`	Comparative Assessment of the Robustness of Missing Data Imputation Through Generative Topographic Mapping. IWANN Iván Olier, Alfredo Vellido
2005	—	`conf`	Finding Relevant Features to Characterize Student Behavior on an e-Learning System. FECS Félix Castro, Alfredo Vellido, Àngela Nebot, Julià Minguillón
2005	B	`conf`	Functional topographic mapping for robust handling of outliers in brain tumour data. ESANN Alfredo Vellido, Paulo J. G. Lisboa
2005	B	`conf`	Handling outliers and missing data in brain tumour clinical assessment using t-GTM. ESANN Alfredo Vellido, Paulo J. G. Lisboa, Dolores Vicente
2003	J	`jnl`	Selective smoothing of the generative topographic mapping. IEEE Trans. Neural Networks Alfredo Vellido, Wael El-Deredy, Paulo J. G. Lisboa
2002	—	`conf`	Neural Networks for B2C E-Commerce Analysis: Some Elements of Best Practice. ICEIS Alfredo Vellido
2001	J	`jnl`	An Electronic Commerce Application of the Bayesian Framework for MLPs: The Effect of Marginalisation and ARD. Neural Comput. Appl. Alfredo Vellido, Paulo J. G. Lisboa
2000	J	`jnl`	Bias reduction in skewed binary classification with Bayesian neural networks. Neural Networks Paulo J. G. Lisboa, Alfredo Vellido, H. Wong
2000	—	`conf`	Outstanding Issues for Clinical Decision Support with Neural Networks. ANNIMAB Paulo J. G. Lisboa, Alfredo Vellido, H. Wong
2000	J	`jnl`	Quantitative Characterization and Prediction of On-Line Purchasing Behavior: A Latent Variable Approach. Int. J. Electron. Commer. Alfredo Vellido, Paulo J. G. Lisboa, Karon Meehan
2000	—	`conf`	Segmenting the e-Commerce Market Using the Generative Topographic Mapping. MICAI Alfredo Vellido, Paulo J. G. Lisboa, Karon Meehan
2000	J	`jnl`	The generative topographic mapping as a principal model for data visualization and market segmentation: an electronic commerce case. Int. J. Comput. Syst. Signals Alfredo Vellido, Paulo J. G. Lisboa, Karon Meehan
1997	—	`conf`	Tissue characterisation with NMR spectroscopy: current state and future prospects for the application of neural networks analysis. ICNN Paulo J. G. Lisboa, Neil M. Branston, Wael El-Deredy, Alfredo Vellido