| 2026 | IWINAC | An Ensemble-Based Semi-supervised Machine Learning Framework for Anomaly Detection in Second-Life Electric Vehicle Batteries. | Martha Ivn Crdenas, Alfredo Vellido, Roberto Santana |
| 2026 | IWINAC | Evaluating Privacy Preservation in Regression Models for a Small Medical Dataset. | Caroline Knig, Pedro Jess Copado, Cecilio Angulo, ngela Nebot, Alfredo Vellido |
| 2025 | CBMS | Improving Diabetic Retinopathy Classification Using Class Imbalance Correction Techniques. | Caroline Knig, Pedro Copado, Enrique Romero, Javier Zarranz-Ventura, Alfredo Vellido |
| 2025 | ESANN | Altered emotion recognition from psychiatric patient profiles using Machine Learning. | Pedro J. Copado-Mndez, Martha Ivn Crdenas, Alfredo Vellido, Caroline Knig |
| 2025 | ESANN | Machine Learning and applied Artificial Intelligence in cognitive sciences and pyschology: a tutorial. | Caroline Knig, Alfredo Vellido |
| 2021 | ESANN | The Coming of Age of Interpretable and Explainable Machine Learning Models. | Paulo Lisboa, Sascha Saralajew, Alfredo Vellido, Thomas Villmann |
| 2020 | IJCNN | Interpreting response to TMZ therapy in murine GL261 glioblastoma by combining Radiomics, Convex-NMF and feature selection in MRI/MRSI data analysis. | Luis Miguel Nez, Margarida Juli-Sap, Enrique Romero, Carles Ars, Alfredo Vellido, Ana-Paula Candiota |
| 2019 | ESANN | Societal Issues in Machine Learning: When Learning from Data is Not Enough. | Davide Bacciu, Battista Biggio, Paulo Lisboa, Jos D. Martn, Luca Oneto, Alfredo Vellido |
| 2018 | ESANN | Bioinformatics and medicine in the era of deep learning. | Davide Bacciu, Paulo Lisboa, Jos D. Martn, Ruxandra Stoean, Alfredo Vellido |
| 2017 | EPIA | Electricity Rate Planning for the Current Consumer Market Scenario Through Segmentation of Consumption Time Series. | Alfredo Vellido, David L. Garca |
| 2017 | PACBB | Topological Sequence Segments Discriminate Between Class C GPCR Subtypes. | Caroline Knig, Ren Alquzar, Alfredo Vellido, Jess Giraldo |
| 2016 | CEC | A decision making support tool: The resilience management fuzzy controller. | J. Rubn Gonzlez Crdenas, ngela Nebot, Francisco Mugica, Alfredo Vellido |
| 2016 | CEC | A methodological approach for algorithmic composition systems' parameter spaces aesthetic exploration. | Ivn Paz Ortiz, ngela Nebot, Enrique Romero, Francisco Mugica, Alfredo Vellido |
| 2016 | ESANN | Physics and Machine Learning: Emerging Paradigms. | Jos David Martn-Guerrero, Paulo J. G. Lisboa, Alfredo Vellido |
| 2016 | ESANN | A machine learning pipeline for supporting differentiation of glioblastomas from single brain metastases. | Victor Mocioiu, Nuno Miguel Pedrosa de Barros, Sandra Ortega-Martorell, Johannes Slotboom, Urspeter Knecht, Carles Ars, Alfredo Vellido, Margarida Juli-Sap |
| 2016 | ESANN | Bayesian semi non-negative matrix factorisation. | Albert Vilamala, Alfredo Vellido, Llus A. Belanche |
| 2016 | ICDM | Applying Conditional Independence Maps to Improve Sepsis Prognosis. | Carles Morales, Vicent J. Ribas, Alfredo Vellido |
| 2016 | PACBB | Visual Exploratory Assessment of Class C GPCR Extracellular Domains Discrimination Capabilities. | Martha Ivn Crdenas, Alfredo Vellido, Jess Giraldo |
| 2015 | IJCNN | The extracellular N-terminal domain suffices to discriminate class C G Protein-Coupled Receptor subtypes from n-grams of their sequences. | Caroline Knig, Ren Alquzar, Alfredo Vellido, Jess Giraldo |
| 2014 | PACBB | Finding Class C GPCR Subtype-Discriminating N-grams through Feature Selection. | Caroline Knig, Ren Alquzar, Alfredo Vellido, Jess Giraldo |
| 2014 | UAI | Metrics for Probabilistic Geometries. | Alessandra Tosi, Sren Hauberg, Alfredo Vellido, Neil D. Lawrence |
| 2013 | ESANN | Visualizing pay-per-view television customers churn using cartograms and flow maps. | David L. Garca, ngela Nebot, Alfredo Vellido |
| 2013 | ESANN | A quotient basis kernel for the prediction of mortality in severe sepsis patients. | Vicent J. Ribas Ripoll, Enrique Romero, Juan Carlos Ruiz-Rodrguez, Alfredo Vellido |
| 2013 | ESANN | Robust cartogram visualization of outliers in manifold learning. | Alessandra Tosi, Alfredo Vellido |
| 2013 | ICIAP | SVM-Based Classification of Class C GPCRs from Alignment-Free Physicochemical Transformations of Their Sequences. | Caroline Knig, Ral Cruz-Barbosa, Ren Alquzar, Alfredo Vellido |
| 2012 | ESANN | Cartogram representation of the batch-SOM magnification factor. | Alessandra Tosi, Alfredo Vellido |
| 2012 | ESANN | Making machine learning models interpretable. | Alfredo Vellido, Jos David Martn-Guerrero, Paulo J. G. Lisboa |
| 2012 | IJCNN | Towards interpretable classifiers with blind signal separation. | Hctor Ruiz, Ian H. Jarman, Jos David Martn-Guerrero, Sandra Ortega-Martorell, Alfredo Vellido, Enrique Romero, Paulo J. G. Lisboa |
| 2012 | IJCNN | Classifying malignant brain tumours from | Albert Vilamala, Llus A. Belanche Muoz, Alfredo Vellido |
| 2011 | CIARP | On the Computation of the Geodesic Distance with an Application to Dimensionality Reduction in a Neuro-Oncology Problem. | Ral Cruz-Barbosa, David Bautista-Villavicencio, Alfredo Vellido |
| 2011 | CIDM | On the use of decision trees for ICU outcome prediction in sepsis patients treated with statins. | Vicent J. Ribas, Jess Caballero Lopez, Juan Carlos Ruiz-Rodrguez, Adolf Ruiz-Sanmartin, Jordi Rello, Alfredo Vellido |
| 2011 | ESANN | A probabilistic approach to the visual exploration of G Protein-Coupled Receptor sequences. | Alfredo Vellido, Martha Ivn Crdenas, Ivn Olier, Xavier Rovira, Jess Giraldo |
| 2011 | ESANN | Seeing is believing: The importance of visualization in real-world machine learning applications. | Alfredo Vellido, Jos David Martn-Guerrero, Fabrice Rossi, Paulo J. G. Lisboa |
| 2011 | ICDM | Brain Tumor Pathological Area Delimitation through Non-negative Matrix Factorization. | Sandra Ortega-Martorell, Paulo J. G. Lisboa, Alfredo Vellido, Rui V. Simes, Margarida Juli-Sap, Carles Ars |
| 2011 | IJCNN | Spectral decomposition methods for the analysis of MRS information from human brain tumors. | Sandra Ortega-Martorell, Alfredo Vellido, Paulo J. G. Lisboa, Margarida Juli-Sap, Carles Ars |
| 2010 | ESANN | Computational Intelligence in biomedicine: Some contributions. | Paulo J. G. Lisboa, Alfredo Vellido, Jos David Martn-Guerrero |
| 2010 | ESANN | Segmentation of EMG time series using a variational Bayesian approach for the robust estimation of cortical silent periods. | Ivn Olier, Juli Amengual, Alfredo Vellido |
| 2010 | ESANN | Kernel generative topographic mapping. | Ivn Olier, Alfredo Vellido, Jess Giraldo |
| 2010 | ESANN | Spectral Prototype Extraction for dimensionality reduction in brain tumour diagnosis. | Sandra Ortega-Martorell, Ivn Olier, Alfredo Vellido, Margarida Juli-Sap, Carles Ars |
| 2009 | HAIS | Comparative Evaluation of Semi-supervised Geodesic GTM. | Ral Cruz-Barbosa, Alfredo Vellido |
| 2009 | IDEAL | Semi-supervised Outcome Prediction for a Type of Human Brain Tumour Using Partially Labeled MRS Information. | Ral Cruz-Barbosa, Alfredo Vellido |
| 2009 | IWANN | Feature Selection with Single-Layer Perceptrons for a Multicentre 1H-MRS Brain Tumour Database. | Enrique Romero, Alfredo Vellido, Josep M. Sopena |
| 2008 | ESANN | DSS-oriented exploration of a multi-centre magnetic resonance spectroscopy brain tumour dataset through visualization. | Enrique Romero, Margarida Juli-Sap, Alfredo Vellido |
| 2008 | ESANN | Machine learning in cancer research: implications for personalised medicine. | Alfredo Vellido, Elia Biganzoli, Paulo J. G. Lisboa |
| 2008 | HAIS | Unfolding the Manifold in Generative Topographic Mapping. | Ral Cruz-Barbosa, Alfredo Vellido |
| 2008 | ICMLA | Classification, Dimensionality Reduction, and Maximally Discriminatory Visualization of a Multicentre 1H-MRS Database of Brain Tumors. | Paulo J. G. Lisboa, Enrique Romero, Alfredo Vellido, Margarida Juli-Sap, Carles Ars |
| 2008 | IJCNN | A variational formulation for GTM through time. | Ivn Olier, Alfredo Vellido |
| 2008 | IJCNN | On the benefits for model regularization of a variational formulation of GTM. | Ivn Olier, Alfredo Vellido |
| 2008 | IJCNN | The effect of noise and sample size on an unsupervised feature selection method for manifold learning. | Alfredo Vellido, Jorge S. Velazco |
| 2008 | IDEAL | On the Improvement of the Mapping Trustworthiness and Continuity of a Manifold Learning Model. | Ral Cruz-Barbosa, Alfredo Vellido |
| 2008 | KES | Rule-Based Assistance to Brain Tumour Diagnosis Using LR-FIR. | ngela Nebot, Flix Castro, Alfredo Vellido, Margarida Juli-Sap, Carles Ars |
| 2008 | KES | Exploratory Characterization of Outliers in a Multi-centre 1H-MRS Brain Tumour Dataset. | Alfredo Vellido, Margarida Juli-Sap, Enrique Romero, Carles Ars |
| 2007 | ESANN | Identification of churn routes in the Brazilian telecommunications market. | David L. Garca, Alfredo Vellido, ngela Nebot |
| 2007 | IDEAL | Variational GTM. | Ivn Olier, Alfredo Vellido |
| 2007 | IWANN | Neural Networks and Other Machine Learning Methods in Cancer Research. | Alfredo Vellido, Paulo J. G. Lisboa |
| 2006 | ESANN | Learning what is important: feature selection and rule extraction in a virtual course. | Terence A. Etchells, ngela Nebot, Alfredo Vellido, Paulo J. G. Lisboa, Francisco Mugica |
| 2006 | ICANN | Assessment of an Unsupervised Feature Selection Method for Generative Topographic Mapping. | Alfredo Vellido |
| 2006 | IDEAL | Time Series Relevance Determination Through a Topology-Constrained Hidden Markov Model. | Ivn Olier, Alfredo Vellido |
| 2006 | IDEAL | Neural Network Models for Language Acquisition: A Brief Survey. | Jordi Poveda, Alfredo Vellido |
| 2006 | IDEAL | Describing Customer Loyalty to Spanish Petrol Stations Through Rule Extraction. | Alfredo Vellido, Terence A. Etchells, David L. Garca, ngela Nebot |
| 2005 | ESANN | Functional topographic mapping for robust handling of outliers in brain tumour data. | Alfredo Vellido, Paulo J. G. Lisboa |
| 2005 | ESANN | Handling outliers and missing data in brain tumour clinical assessment using t-GTM. | Alfredo Vellido, Paulo J. G. Lisboa, Dolores Vicente |
| 2005 | IWANN | Comparative Assessment of the Robustness of Missing Data Imputation Through Generative Topographic Mapping. | Ivn Olier, Alfredo Vellido |