2024 , "The Impact of Architecturally Qualified Data in Deep Learning Methods for the Automatic Generation of Social Housing Layouts", Automation for Contruction, 158, 105238, [Download]. [BibTeX Entry]
2023 , "Ad-RuLer: A Novel Rule-Driven Data Synthesis Technique for Imbalanced Classification", Applied Sciences, 13 (23), 12636, [Download]. [BibTeX Entry]
2023 , "Radiomics-based Assessment of Optical Coherence Tomography Angiography Images for Diabetic Retinopathy Diagnosis", Ophtalmology Science, 3 (2), 100259, [Download]. [BibTeX Entry]
2021 , "Male and Female Politicians on Twitter: A Machine Learning Approach", European Journal of Political Research, 60, 239-251, [Download]. [BibTeX Entry]
2020 , "Unraveling Response to Temozolomide in Preclinical GL261 Glioblastoma with MRI/MRSI using Radiomics and Signal Source Extraction", Scientific Reports, 10, [Download]. [BibTeX Entry]
2020 , "On the Use of Pairwise Distance Learning for Brain Signal Classification with Limited Observations", Artificial Intelligence in Medicine, 105, [Download]. [BibTeX Entry]
2020 , "On-The-Fly Syntheziser Programming with Fuzzy Rule Learning", Entropy, 22 (9), 969, [Download]. [BibTeX Entry]
2019 , "Weighted Contrastive Divergence", Neural Networks, 114, 147-156, [Download]. [BibTeX Entry]
2018 , "Using Machine Learning Tools for Protein Database Biocuration Assistance", Scientific Reports, 8, 10148, [Download]. [BibTeX Entry]
2018 , "Modeling Perceptual Categories of Parametric Musical Systems", Pattern Recognition Letters, 105, 217-225, [Download]. [BibTeX Entry]
2018 , "A Neighborhood-Based Stopping Criterion for Contrastive Divergence", IEEE Transactions on Neural Networks and Learning Systems, 29 (7), 2695-2704, [Download]. [BibTeX Entry]
2016 , "ECG Assessment based on Neural Networks with Pretraining", Applied Soft Computing, 49, 399-406, [Download]. [BibTeX Entry]
2014 , "Automated Classification of Brain Tumours from Short Echo Time in Vivo MRS Data Using Gaussian Decomposition and Bayesian Neural Networks", Expert Systems with Applications, 41 (11), 5296-5307, [Download]. [BibTeX Entry]
2014 , "Sepsis Mortality Prediction with the Quotient Basis Kernel", Artificial Intelligence in Medicine, 61 (1), 45-52, [Download]. [BibTeX Entry]
2013 , "A Novel Semi-supervised Methodology for Extracting Tumor Type-specific MRS Sources in Human Brain Data", PLoS ONE, 8 (12), e83773, [Download]. [BibTeX Entry]
2012 , "Comparing Error Minimized Extreme Learning Machines and Support Vector Sequential Feed-forward Neural Networks", Neural Networks, 25, 122-129, [Download]. [BibTeX Entry]
2012 , "Data and Knowledge Visualization with Virtual Reality Spaces, Neural Networks and Rough Sets: Application to Cancer and Geophysical Prospecting Data", Expert Systems with Applications, 39 (18), 13193-13201, [Download]. [BibTeX Entry]
2012 , "Robust Discrimination of Glioblastomas from Metastatic Brain Tumors on the Basis of Single-voxel Proton MRS", NMR in Biomedicine, 25 (6), 819-828, [Download]. [BibTeX Entry]
2012 , "Classification of Human Brain Tumours from MRS Data Using Discrete Wavelet Transform and Bayesian Neural Networks", Expert Systems with Applications, 39 (5), 5223-5232, [Download]. [BibTeX Entry]
2012 , "Cohort-based Kernel Visualisation with Scatter Matrices", Pattern Recognition, 45 (4), 1436-1454, [Download]. [BibTeX Entry]
2010 , "Feature and Model Selection with Discriminatory Visualization for Diagnostic Classification of Brain Tumours", Neurocomputing, 73 (4-6), 622-632, [Download]. [BibTeX Entry]
2009 , "Outlier Exploration and Diagnostic Classification of a Multi-centre ^1H-MRS Brain Tumour Database", Neurocomputing, 72 (13-15), 3085-3097, [Download]. [BibTeX Entry]
2009 , "An Experimental Study on Methods for the Selection of Basis Functions in Regression", Neurocomputing, 72 (13-15), 2952-2963, [Download]. [BibTeX Entry]
2008 , "Performing Feature Selection with Multi-Layer Perceptrons", IEEE Transactions on Neural Networks, 19 (3), 431-441, [Download]. [BibTeX Entry]
2007 , "Heuristics for the Selection of Weights in Sequential Feed-forward Neural Networks: An Experimental Study", Neurocomputing, 70 (16-18), 2735-2743, [Download]. [BibTeX Entry]
2007 , "Comparing Support Vector Machines and Feed-forward Neural Networks with Similar Hidden-layer Weights", IEEE Transactions on Neural Networks, 18 (3), 959-963, [Download]. [BibTeX Entry]
2006 , "A Sequential Algorithm for Feed-forward Neural Networks with Optimal Coefficients and Interacting Frequencies", Neurocomputing, 69 (13-15), 1540-1552, [Download]. [BibTeX Entry]
2004 , "Margin Maximization with Feed-forward Neural Networks: A Comparative Study with SVM and AdaBoost", Neurocomputing, 57, 313-344, [Download]. [BibTeX Entry]
2004 , "Redes Neuronales y Métodos Estadísticos Clásicos en el Diagnóstico Médico: La Importancia de las Variables Irrelevantes (in Spanish)", Medicina Clínica, 122 (9), 336-338, editorial. [BibTeX Entry]
2003 , "Reply to Linder et al. (2003)", Arthritis and Rheumatism, 48 (4), 1169-1170. [BibTeX Entry]
2002 , "The Neural Network as a Predictor of Cancer in Patients with Inflammatory Myopathies", Arthritis and Rheumatism, 46 (9), 2547-2548. [BibTeX Entry]
2023 , "Optimización de Imágenes", 54è Congrés de la Societat Catalana d’Oftalmologia. [BibTeX Entry]
2023 , "Efficient Evaluation of the Partition Function of Restricted Boltzmann Machines with Annealed Importance Sampling", 17th Granada Seminar Machine Learning and Physics: Quantum, Classical and Applications. [BibTeX Entry]
2022 , "Radiomics-based Assessment of Multimodal Retinal Imaging Techniques for Diabetes Mellitus and Diabetic Retinopathy Diagnosis", Euretina. [BibTeX Entry]
2022 , "NMF for Quality Control of Multi-modal Retinal Images for Diagnosis of Diabetes Mellitus and Diabetic Retinopathy", International Work-Conference on Bioinformatics and Biomedical Engineering. [BibTeX Entry]
2020 , "Monitoring of TMZ Therapy in Murine GL261 Glioblastoma by Combining Radiomics, Convex-NMF and Feature Selection in MRI/MRSI Data Analysis", Annual Meeting of the European Society for Magnetic Resonance in Medicine and Biology. [BibTeX Entry]
2020 , "Interpreting Response to TMZ Therapy in Murine GL261 Glioblastoma by Combining Radiomics, Convex-NMF and Feature Selection in MRI/MRSI Data Analysis", International Joint Conference on Neural Networks, [Download]. [BibTeX Entry]
2019 , "Charting Perceptual Spaces with Fuzzy Rules", IEEE International Conference on Fuzzy Systems, [Download]. [BibTeX Entry]
2018 , "Screening Dyslexia for English Using HCI Measures and Machine Learning", International Digital Health Conference, 80-84. [BibTeX Entry]
2018 , "Classifying and Generalizing Successful Parameter Combinations for Sound Design", Catalan Conference on Artificial Intelligence, 256-265, [Download]. [BibTeX Entry]
2017 , "DytectiveU: A Game to Train the Difficulties and the Strengths of Children with Dyslexia", International ACM SIGACCESS Conference on Computers and Accessibility (ASSETS 2017), 319-320, [Download]. [BibTeX Entry]
2017 , "Benchmarking the Selection of the Hidden-layer Weights in Extreme Learning Machines", International Joint Conference on Neural Networks, 1607-1614, [Download]. [BibTeX Entry]
2016 , "A Methodological Approach for Algorithmic Composition Systems' Parameter Spaces Aesthetic Exploration", IEEE International Conference on Fuzzy Systems, [Download]. [BibTeX Entry]
2016 , "A Rule-extraction Algorithm for Describing Perceptual Parametric Subspaces in Algorithmic Composition Systems", Catalan Conference on Artificial Intelligence, 213-218, [Download]. [BibTeX Entry]
2015 , "A Fuzzy Inductive Approach for Rule-Based Modelling of High Level Structures in Algorithmic Composition Systems", IEEE International Conference on Fuzzy Systems, [Download]. [BibTeX Entry]
2014 , "Assessment of Electrocardiograms with Pretraining and Shallow Networks", Computing in Cardiology, [Download]. [BibTeX Entry]
2014 , "Continuous Blood Pressure Assessment from a Photoplethysmographic Signal with Deep Belief Networks", Experimental Biology, [Download]. [BibTeX Entry]
2014 , "Stopping Criteria in Contrastive Divergence: Alternatives to the Reconstruction Error", Workshop in the International Conference on Learning Representations, [Download]. [BibTeX Entry]
2014 , "Using the Fuzzy Inductive Reasoning Methodology to Improve Coherence in Algorithmic Musical Beat Patterns", Catalan Conference on Artificial Intelligence, 289-292, [Download]. [BibTeX Entry]
2013 , "Analisi dell'Esposizione a Rischi in una Professione Altamente Variabile: il Lavoro di Imbianchino (in Italian)", Settimo Seminario Internazionale Prevenzione del Rischio da Sovraccarico Biomeccanico in Agricoltura e Edilizia. [BibTeX Entry]
2013 , "Identifying Useful Human Correction Feedback from an On-line Machine Translation Service", International Joint Conference on Artificial Intelligence, 2057-2063. [BibTeX Entry]
2013 , "A Quotient Basis Kernel for the Prediction of Mortality in Severe Sepsis Patients", European Symposium on Artificial Neural Networks, 379-384, [Download]. [BibTeX Entry]
2012 , "Towards Interpretable Classifier with Blind Signal Separation", International Joint Conference on Neural Networks, 1-7, [Download]. [BibTeX Entry]
2011 , "Brain Tumour Classification Using a Gaussian Decomposition and Neural Networks", IEEE International Conference of the Engineering in Medicine and Biology Society, 5645-5648, [Download]. [BibTeX Entry]
2011 , "Using the Leader Algorithm with Support Vector Machines for Large Data Sets", International Conference on Artificial Neural Networks (Lecture Notes in Computer Science 6791), 225-232, [Download]. [BibTeX Entry]
2011 , "Binary Classification of Brain Tumours Using a Discrete Wavelet Transform and Energy Criteria", IEEE Latin American Symposium on Circuits and Systems, 1-4, [Download]. [BibTeX Entry]
2010 , "Diagnosis of Brain Tumours from Magnetic Resonance Spectroscopy using Wavelets and Neural Networks", IEEE International Conference of the Engineering in Medicine and Biology Society, 6074-6077, [Download]. [BibTeX Entry]
2010 , "Cohort-based Kernel Visualisation with Scatter Matrices", International Joint Conference on Neural Networks, 1249-1256, [Download]. [BibTeX Entry]
2009 , "Discriminating Gliblastomas from Metastases in a SV ^1H-MRS Brain Tumour Database", Annual Meeting of the European Society for Magnetic Resonance in Medicine and Biology, 18-18, [Download]. [BibTeX Entry]
2009 , "Frequency Selection for the Diagnostic Characterization of Human Brain Tumours", Catalan Conference on Artificial Intelligence, 391-398, [Download]. [BibTeX Entry]
2009 , "Data Mining of Patients on Weaning Trials from Mechanical Ventilation Using Cluster Analysis and Neural Networks", IEEE International Conference of the Engineering in Medicine and Biology Society, 4343-4346, [Download]. [BibTeX Entry]
2009 , "Feature Selection with Single-Layer Perceptrons for a Multi-centre ^1H-MRS Brain Tumour Database", International Work-conference on Artificial Neural Networks (Lecture Notes in Computer Science 5517), 1013-1020, [Download]. [BibTeX Entry]
2008 , "Nonlinear Dimensionality Reduction for the Exploration of Outliers in a Multicentre ^1H-MRS Database of Brain Tumours", Annual Meeting of the European Society for Magnetic Resonance in Medicine and Biology, 281-284. [BibTeX Entry]
2008 , "Classification, Dimensionality Reduction, and Maximally Discriminatory Visualization of a Multicentre ^1H-MRS Database of Brain Tumours", International Conference on Machine Learning and Applications, 613-618, [Download]. [BibTeX Entry]
2008 , "Exploratory Characterization of Outliers in a Multi-centre ^1H-MRS Brain Tumour Dataset", International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (Lecture Notes in Computer Science 5178), 189-196, [Download]. [BibTeX Entry]
2008 , "DSS-oriented Exploration of a Multi-centre Magnetic Resonance Spectroscopy Brain Tumour Dataset Through Visualization", European Symposium on Artificial Neural Networks, 95-100, [Download]. [BibTeX Entry]
2007 , "Eating Habits in a Spanish Adolescent Sample Analysed by Neural Networks", General Meeting of the European Council on Eating Disorders, 28-28. [BibTeX Entry]
2007 , "Incremental and Decremental Learning for Linear Support Vector Machines", International Conference on Artificial Neural Networks (Lecture Notes in Computer Science 4668), 209-218, [Download]. [BibTeX Entry]
2007 , "Selection of Basis Functions Guided by the L2 Soft Margin", International Conference on Artificial Neural Networks (Lecture Notes in Computer Science 4668), 421-430, [Download]. [BibTeX Entry]
2007 , "Extended Linear Models with Gaussian Prior on the Parameters and Adaptive Expansion Vectors", International Conference on Artificial Neural Networks (Lecture Notes in Computer Science 4668), 431-440, [Download]. [BibTeX Entry]
2007 , "Search Strategies Guided by the Evidence for the Selection of Basis Functions in Regression", International Joint Conference on Neural Networks, 1132-1137, [Download]. [BibTeX Entry]
2007 , "Data and Knowledge Visualization with Virtual Reality Spaces, Neural Networks and Rough Sets: Application to Geophysical Prospecting", International Joint Conference on Neural Networks, 1060-1065, [Download]. [BibTeX Entry]
2007 , "Neural Network Based Virtual Reality Spaces for Visual Data Mining of Cancer Data: An Unsupervised Perspective", International Work-conference on Artificial Neural Networks (Lecture Notes in Computer Science 4507), 1020-1027, [Download]. [BibTeX Entry]
2006 , "Comparing Support Vector Machines and Feed-forward Neural Networks with Similar Parameters", International Conference on Intelligent Data Engineering and Automated Learning (Lecture Notes in Computer Science 4224), 90-98. [BibTeX Entry]
2006 , "Clasificación de Pacientes en Proceso de Extubación mediante Redes Neuronales y Selección de Características (in Spanish)", XXIV Congreso Anual de la Sociedad Española de Ingeniería Biomédica, 281-284. [BibTeX Entry]
2006 , "Patients on Weaning Trials from Mechanical Ventilation Classified with Neural Networks and Feature Selection", IEEE International Conference of the Engineering in Medicine and Biology Society, 2195-2198, [Download]. [BibTeX Entry]
2006 , "On the Selection of Hidden Neurons with Heuristic Search Strategies for Approximation", European Symposium on Artificial Neural Networks, 389-394, [Download]. [BibTeX Entry]
2005 , "Feature Selection and Outliers Detection with Genetic Algorithms and Neural Networks", Catalan Conference on Artificial Intelligence, 41-48. [BibTeX Entry]
2005 , "Selection of Weights for Sequential Feed-forward Neural Networks: An Experimental Study", International Work-conference on Artificial Neural Networks (Lecture Notes in Computer Science 3512), 225-232, [Download]. [BibTeX Entry]
2005 , "An Experimental Study of Several Decision Issues for Feature Selection with Multi-Layer Perceptrons", International Joint Conference on Neural Networks, vol. 3, 1965-1970, [Download]. [BibTeX Entry]
2004 , "Redes Neuronales Artificiales Aplicadas a Distinguir entre Hijos de Alcohólicos y Controles a partir de Potenciales Evocados (in Spanish)", IV Congreso Español de Psicofisiología, 51-52. [BibTeX Entry]
2004 , "Exploiting Diversity of Margin-based Classifiers", International Joint Conference on Neural Networks, vol. 1, 419-424, [Download]. [BibTeX Entry]
2003 , "Actividad de Ocio Turístico y Personas Mayores: Análisis de Diferencias Psicosociales entre viajeros y no viajeros (in Spanish)", Congreso Nacional de Psicología Social, published in journal Encuentros en Psicología Social, 1 (3), 33-39. [BibTeX Entry]
2003 , "Feature Selection Forcing Overtraining May Help to Improve Performance", International Joint Conference on Neural Networks, vol. 3, 2181-2186, [Download]. [BibTeX Entry]
2002 , "A New Incremental Method for Function Approximation using Feed-forward Neural Networks", International Joint Conference on Neural Networks, vol. 2, 1968-1973, [Download]. [BibTeX Entry]
2002 , "Maximizing the Margin with Feed-forward Neural Networks", International Joint Conference on Neural Networks, vol. 1, 743-748, [Download]. [BibTeX Entry]
2001 , "Predicción de Neoplasia y Muerte en Pacientes con Miopatía Inflamatoria Idiopática mediante Redes Neuronales (in Spanish)", 9è Congrés Català-Balear de Medicina Interna, 60-60. [BibTeX Entry]
1999 , "¿Puede el aleteo de una mariposa causar que una pareja se divorcie? Un estudio del riesgo de divorcio mediante redes neuronales y selección de atributos (in Spanish)", Catalan Conference on Artificial Intelligence, 86-92. [BibTeX Entry]
1999 , "Neural Networks with Periodic and Monotonic Activation Functions: A Comparative Study in Classification Problems", International Conference on Artificial Neural Networks, 323-328, [Download]. [BibTeX Entry]
1997 , "Redes Neuronales con Funciones Periódicas y Funciones Monótonas: Un Estudio Comparativo en Problemas de Clasificación (in Spanish)", Jornades d'Intel·ligència Artificial (ACIA), 92-102. [BibTeX Entry]
2023 , "MALEAD", Antagonismos 13, Schianchi, M. and Amejeiras, D. (editors), Instituto de Arquitectura, Buenos Aires, Argentina, 8-15. [BibTeX Entry]
2017 , "A Fuzzy Rule Model for High Level Musical Features on Automated Composition Systems", Paz, I. and Nebot, A. and Mugica, F. and Romero, E., Pareyon, G., Pina-Romero, S., Agustín-Aquino, O. A., Lluis-Puebla, E. (editors), Springer, 243-251, [Download]. [BibTeX Entry]
2012 , "Preprocessing MRS Information for Classification of Human Brain Tumours", Medical Applications of Intelligent Data Analysis: Research Advancements, Magdalena-Benedito, R., Soria-Olivas, E., Guerrero, J., Gómez-Sanchis, J. and Serrano-López, A.J. (editors), IGI Global, 29-49. [BibTeX Entry]
2009 , "Exploratory Characterization of a Multi-centre ^1H-MRS Brain Tumour Database", Investigating Human Cancer with Computational Intelligence Techniques, Vellido, A. and Lisboa, P.J.G. (editors), Future Technology Press, 55-67. [BibTeX Entry]
2008 , "Neural Network Based Visual Data Mining for Cancer Data", Encyclopedia of Artificial Intelligence, Rabuñal, J.R., Dorado, J. and Pazos, A. (editors), IDEA Group Inc., 1205-1211. [BibTeX Entry]
2008 , "Patients on Weaning Trials Classified with Neural Networks and Feature Selection", Encyclopedia of Healthcare Information Systems, Wickramasinghe, N. and Geisler, E. (editors), IDEA Group Inc., 1061-1067. [BibTeX Entry]
2004 , "Investigación actual del grupo SOCO: Metodologías híbridas de Soft Computing (in Spanish)", Tendencias de la Minería de Datos en España, Giráldez, R., Riquelme, J. C. and Aguilar-Ruiz, J. S. (editors), Red Española de Minería de Datos, 193-204. [BibTeX Entry]
2004 , "Máquinas de Vectores Soporte (in Spanish)", Introducción a la Minería de Datos, Hernández, J., Ramírez and M. J. and Ferri, C. (editors), Pearson Prentice Hall, 353-382. [BibTeX Entry]
2004 , "Learning with Feed-forward Neural Networks: Three Schemes to Deal with the Bias/Variance Trade-off", Departament de Llenguatges i Sistemes Informàtics, Universitat Politècnica de Catalunya, Spain, codirected by Alquézar, R. (UPC) and Sopena, J.M. (UB), [Download]. [BibTeX Entry]