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April 2007
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2008 , "Performing Feature Selection with Multi-Layer Perceptrons" , IEEE Transactions on Neural Networks, 19 (3), 431-441, [Download]. [BibTeX Entry]
2007 , "Fault Detection and Identification using FIRFMS" , International Journal of General Systems, 347-374, 36 (3). [BibTeX Entry]
2007 , "Bond graph modeling of heat and humidity budgets of biosphere 2" , Environmental Modelling and Software, 1598-1606, 21 (11). [BibTeX Entry]
2007 , "Determination of feature relevance for the grouping of motor unit action potentials through a generative mixture model" , Biomedical Signal Processing and Control, 2 (2), 111-121, [Download]. [BibTeX Entry]
2007 , "Exploring the ecological status of human altered streams through Generative Topographic Mapping" , Environmental Modelling & Software, 22 (7), 1053-1065, [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 , "Missing data imputation through GTM as a mixture of t-distributions" , Neural Networks, 19 (10), 1624-1635. [BibTeX Entry]
2006 , "Handling outliers in brain tumour MRS data analysis through robust topographic mapping" , Computers in Biology and Medicine, 36 (10), 1049-1063. [BibTeX Entry]
2006 , "Robust analysis of MRS brain tumour data using t- GTM" , Neurocomputing, 69 (7-9), 754-768. [BibTeX Entry]
2006 , "Reasoning under uncertainty with FIR methodology" , International Journal of Approximate Reasoning, 287-313, 41 (3). [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]
2005 , "Nuevo método para la solución de las ramificaciones en la superficie de modelos tridimensionales reconstruidos a partir de secciones paralelas" , Revista Investigación Operacional, 26 (1), 79-88. [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 , "Tracking the origin of faecal pollution in surface water" , Journal of Water and Health, 2 (4), 249-260. [BibTeX Entry]
2004 , "Nuevo método para la reconstrucción de superficies a partir de imágenes tomográficas" , Ingeniería Electrónica, Automática y Comunicaciones, 25 (1), 41-45. [BibTeX Entry]
2004 , "Second-order random graph for modeling sets of attributed graphs and their application to object learning and recognition" , International Journal of Pattern Recognition and Artificial Intelligence, 18 (3), 375-396. [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]
2003 , "Selective Smoothing of the Generative Topographic Mapping" , IEEE Transactions on Neural Networks, 14 (4), 847-852, [Download]. [BibTeX Entry]
2003 , "Modeling and Simulation of the Central Nervous System Control with Generic Fuzzy Models" , Transactions of The Society for Modeling and Simulation, 648-669, 79 (11), [Download]. [BibTeX Entry]
2003 , "Local maximum ozone concentration prediction using soft computing methodologies" , Systems Analysis Modelling Simulation, 1011-1031, 43 (8), [Download]. [BibTeX Entry]
2003 , "Function-described graphs for modelling objects represented by sets of attributed graphs" , Pattern Recognition, 36 (3), 781-798, [Download]. [BibTeX Entry]
2002 , "" , Pattern Recognition, 35, 639-650, [Download]. [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]
2002 , "Synthesis of function-described graphs and clustering of attributed graphs" , International Journal of Pattern Recognition and Artificial Intelligence, 16 (6), 621-655, [Download]. [BibTeX Entry]
2001 , "An electronic commerce application of the Bayesian Framework for MLP s: the Effect of Marginalization and ARD" , Neural Computing & Applications, 10 (1). [BibTeX Entry]
2001 , "Solving partially observable Markov decision processes by optimization neural networks" , International Journal of Knowledge-based Intelligent Engineering Systems, 5 (3), 163-170, [Download]. [BibTeX Entry]
2000 , "Quantitative characterization and prediction of on-line purchasing behaviour: a latent variable approach" , International Journal of Electronic Commerce, 4 (4), 83-104. [BibTeX Entry]
2000 , "Bias reduction in skewed binary classification with Bayesian neural networks" , Neural Networks, 13, 407-410, [Download]. [BibTeX Entry]
2000 , "The Generative Topographic Mapping as a principled model for data visualization and market segmentation: an electronic commerce case study" , International Journal of Computers, Systems, and Signals, 1 (2), 119-138, [Download]. [BibTeX Entry]
2000 , "Fuzzy heterogeneous neurons for imprecise classification problems" , International Journal of Intelligent Systems, 15 (3), 265-276, [Download]. [BibTeX Entry]
2000 , "Prediction of the bulking phenomenon in wastewater treatment plants" , Artificial Intelligence in Engineering, 14 (4), 307-317, [Abstract], [Download]. [BibTeX Entry]
2000 , "A systematic quantitative methodology for characterizing the business-to-consumer e-commerce market" , SIGBIO Newsletter, 20 (1), 0163-5697, 24, http://doi.acm.org/10.1145/346335.346352, ACM Press, [Download]. [BibTeX Entry]
1999 , "Neural networks in business: a survey of applications (1992-1998)" , Expert Systems with Applications, 17, 51-70, [Download]. [BibTeX Entry]
1999 , "Segmentation of the on-line shopping market using neural networks" , Expert Systems with Applications, 17, 303-314, [Download]. [BibTeX Entry]
1999 , "Identification of causal relations between haemodynamic variables, auditory evoked potentials and isoflurane by means of fuzzy logic" , British Journal of Anaesthesia, 25-32, 82 (1). [BibTeX Entry]
1999 , "Simulation of Heat and Humidity Budget of Biosphere 2 without its Air Conditioning" , Ecological Engineering Journal, 333-356, 13, Invited paper, [Download]. [BibTeX Entry]
1999 , "Towards a Model of Input-Output Behaviour of Wastewater Treatment Plants using Soft Computing Techniques" , Environmental Modelling & Software, 14, 409-419, [Abstract], [Download]. [BibTeX Entry]
1999 , "An application example of the Breeder Genetic Algorithm to function optimization" , Buran (Spanish IEEE Student Branch Magazine), 14, 56-61, [Abstract], [Download]. [BibTeX Entry]
1998 , "Assessment of Statistical and Neural Network Methods in NMR Spectral Classification and Metabolite Selection" , Nuclear Magnetic Resonance in Biomedicine, 11, 225-234. [BibTeX Entry]
1998 , "Mixed Quantitative/Qualitative Modeling and Simulation of the Cardiovascular System" , Computer Methods and Programs in Biomedicine, 55, 127-155, [Download]. [BibTeX Entry]
1998 , "Growth Model for White Shrimp in Semi-intensive Farming Using Inductive Reasoning Methodology" , Computers and Electronics in Agriculture, 187-210, 19, [Download]. [BibTeX Entry]
1997 , "Recognition and learning of a class of context-sensitive languages described by augmented regular expressions" , Pattern Recognition, 30 (1), 163-182, [Download]. [BibTeX Entry]
1997 , "Inferencia gramatical mediante redes neurales" , Inteligencia Artificial, 1, 22-27, (in Spanish), [Download]. [BibTeX Entry]
1996 , "Combined Qualitative/Quantitative Simulation Models of Continuous-Time Processes Using Fuzzy Inductive Reasoning Techniques" , International Journal of General Systems, 24 (1-2), 95-116. [BibTeX Entry]
1996 , "Synthesis of an Anaesthetic Agent Administration System Using Fuzzy Inductive Reasoning" , Artificial Intelligence in Medicine, 8 (3), 147-166, [Download]. [BibTeX Entry]
1995 , "An algebraic framework to represent finite-state machines in single-layer recurrent neural networks" , Neural Computation, 7 (5), 931-949, [Download]. [BibTeX Entry]
2000 , "Business Applications of Neural Networks" , P.J.G. Lisboa and A. Vellido and B. Edisbury, World Scientific, Singapore. [BibTeX Entry]
2008 , "Neural Network Based Visual Data Mining for Cancer Data" , Encyclopedia of Artificial Intelligence, Rabuñal, J.R., Dorado, J. and Pazos, A., IDEA Group Inc., to appear. [BibTeX Entry]
2008 , "Patients on Weaning Trials Classified with Neural Networks and Feature Selection" , Encyclopedia of Healthcare Information Systems, Wickramasinghe, N. and Geisler, E., IDEA Group Inc., 1061-1067. [BibTeX Entry]
2007 , "Machine Learning in Human Cancer Research" , Neurocomputing Research Developments, Nova Publishers. Forthcoming. [BibTeX Entry]
2007 , "Applying Data Mining Techniques to e-Learning Problems: a Survey and State of the Art" , Evolution of Teaching and Learning Paradigms in Intelligent Environment, Springer, 183-221. [BibTeX Entry]
2007 , "Data Mining of Virtual Campus Data: a Case Study on Clustering, Visualization, Outlier Detection, Classification, Feature Selection, and Rule Extraction" , Evolution of Technology and Pedagogy, Springer-Verlag, Germany, ISBN 978-3-540-45485-4, aceptado. [BibTeX Entry]
2006 , "Object recognition and tracking in video sequences: a new integrated methodology" , Lecture Notes in Computer Science, J.F. Martínez Trinidad et al. (Eds.), Springer, ISBN 3-540-46556-1, 4225, 481-490. [BibTeX Entry]
2006 , "Combining neural networks and clustering techniques for object recognition in indoor video sequences" , Lecture Notes in Computer Science, J.F. Martínez Trinidad et al. (Eds.), Springer, ISBN 3-540-46556-1, 4225, 399-405. [BibTeX Entry]
2005 , "Object recognition in indoor video sequences by classifying image segmentation regions using neural networks" , Lecture Notes in Computer Science, A. Sanfeliu and M. Lazo (Eds.), Springer, ISBN 3-540-29850-9, 3773, 93-102. [BibTeX Entry]
2004 , "Review of Hierarchical Models for Data Clustering and Visualization" , Tendencias de la Minería de Datos en España. Red Española de Minería de Datos. [BibTeX Entry]
2004 , "Towards a mathematical framework for similarity and dissimilarity" , Tendencias de la Minería de Datos en España, Giráldez R. and Riquelme J. C. and Aguilar-Ruiz J. S. (Eds.), Red Española de Minería de Datos, 437-448. [BibTeX Entry]
2004 , "To block or not to block?" , Lecture Notes in Computer Science, C. Lemaitre, C.A. Reyes and J.A. González (Eds.), Springer, 3315, 134-143. [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. and Riquelme, J. C. and Aguilar-Ruiz, J. S., 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. and Ramírez and M. J. and Ferri, C., Pearson Prentice Hall, 353-382. [BibTeX Entry]
2004 , "Learning through the KRKa2 chess ending" , Lecture Notes in Computer Science, A. Sanfeliu, J.F. Martínez Trinidad and J.A. Carrasco Ochoa (Eds.), Springer, ISBN 3-540-23527-2, 3287, 208-215. [BibTeX Entry]
2003 , "Simulated Annealing for Automated Definition of Fuzzy Sets in Human Central Nervous System Modeling" , Lecture Notes in Computer Science, A. Sanfeliu y J. Ruiz-Shulcloper Eds., Springer, ISBN 3-540-20590, 2905, 545-553. [BibTeX Entry]
2003 , "Reconstruction of surfaces from cross-sections using skeleton information" , Lecture Notes in Computer Science, A. Sanfeliu and J. Ruiz-Shulcloper (Eds.), Springer, ISBN 3-540-20590, 2905, 180-187. [BibTeX Entry]
2003 , "Extension of a new method for surface reconstruction from cross-sections" , Lecture Notes in Computer Science, A. Sanfeliu and J. Ruiz-Shulcloper (Eds.), Springer, ISBN 3-540-20590, 2905, 188-195. [BibTeX Entry]
2002 , "Characterizing and Segmenting the On-Line Customer Market Using Neural Networks" , E-Commerce and Intelligent Methods, Heidelberg, Springer-Verlag, 101-119. [BibTeX Entry]
2002 , "Feature Selection Algorithms: A Survey and Experimental Evaluation" , Data Mining (2002 International Conference), Kumar, Tsumoto, Zhong, Yu, Wu (Eds.), IEEE Computer Society Press, 306-313. [BibTeX Entry]
2002 , "Evolutionary Optimization of Heterogeneous Problems" , Parallel Problem Solving from Nature, Lecture Notes in Computer Science LNCS-2439, Merelo, Adamidis, Beyer, Fernández, Schwefel (Eds.), Springer-Verlag, 475-484. [BibTeX Entry]
2002 , "Evaluating Feature Selection Algorithms" , Topics in Artificial Intelligence, Lecture Notes in Artificial Intelligence LNAI-2504, Escrig, Toledo, Golobardes (Eds.), Springer-Verlag, 216-227. [BibTeX Entry]
2002 , "Estimating the joint probability distribution of random vertices and arcs by means of second-order random graphs" , Lecture Notes in Computer Science, T.Caelli, A.Amin, R.P.W. Duin, M. Kamel and D. de Ridder (eds.), Structural, Syntactic, and Statistical Pattern Recognition; Proceedings Joint IAPR Int. Workshops SSPR2002 and SPR2002, Windsor, Canada; Springer, ISBN 3-540-44011-9, 2396, 252-260. [BibTeX Entry]
2001 , "Heterogeneous Kohonen Networks" , Connectionist Models of Neurons, Learning Processes and Artificial Intelligence, Lecture Notes in Computer Science LNCS-2084, Mira, Prieto (Eds.), Springer-Verlag, 243-252. [BibTeX Entry]
2000 , "Preface: Business Applications of Neural Networks" , Business Applications of Neural Networks, World Scientific, Singapore. [BibTeX Entry]
2000 , "Characterizing and segmenting the business-to-consumer e-commerce market using neural networks" , Business Applications of Neural Networks, 29-54, World Scientific, Singapore. [BibTeX Entry]
2000 , "Outstanding Issues for Clinical Decision Support with Neural Networks" , Artificial Neural Networks in Medicine and Biology, 63-71, Springer, London, [Download]. [BibTeX Entry]
2000 , "Distance between attributed graphs and function-described graphs relaxing 2nd order restrictions" , Lecture Notes in Computer Science, F.J.Ferri, J.M.Iñesta, A.Amin and P.Pudil, (eds.), Advances in Pattern Recognition; Proceedings Joint IAPR Int. Workshops SPR2000 + SSPR2000, Alicante, Spain; Springer, ISBN 3-540-67946-4, 1876, 277-286. [BibTeX Entry]
1999 , "Simulation of Heat and Humidity Budget of Biosphere 2 without its Air Conditioning" , Biosphere II: Research past & present, Elsevier science B.V (B.D.V. Marino & H.T. Odum, Editors), Ireland ISBN: 0-080-43208-5, 333-356. [BibTeX Entry]
1999 , "Evaluating Feature Selecction Algorithms" , Lecture Notes in Artificial Intelligence, M.T. Escrig, F. Toledo, E. Golobardes Eds., Springer, ISBN 3-540-00011-9, 216-227. [BibTeX Entry]
1999 , "Fuzzy Inputs and Missing Data in Similarity-Based Heterogeneous Neural Networks" , Engineering Applications of Bio-Inspired Artificial Neural Networks, Lecture Notes in Computer Science LNCS-1607, Mira, Sánchez-Andrés (Eds.), Springer-Verlag, 863-873. [BibTeX Entry]
1998 , "Fuzzy Heterogeneous Neural Networks for Signal Forecasting" , Artificial Neural Networks: Perspectives in Neural Computing Series, no. 9, Lecture Notes in Computer Science LNCS-1240, Niklasson, Bodén, Ziemke (Eds.), Springer-Verlag, 1089-1094. [BibTeX Entry]
1998 , "Synthesis of function-described graphs" , Lecture Notes in Computer Science, A.Amin, D.Dori, P.Pudil and H.Freeman, (eds.), Advances in Pattern Recognition; Proceedings Joint IAPR Int. Workshops SSPR'98 and SPR'98, Sydney, Australia; Springer, ISBN 3-540-64858-5, 1451, 112-121. [BibTeX Entry]
1996 , "Learning of context-sensitive language acceptors through regular inference and constraint induction" , Lecture Notes in Artificial Intelligence, L.Miclet y C.de la Higuera, (eds.), Grammatical Inference: Learning Syntax from Sentences; Proceedings 3rd Int. Colloquium on Grammatical Inference, ICGI'96, Montpellier, France; Springer, ISBN 3-540-61778-7, 1147, 134-145. [BibTeX Entry]
1994 , "A hybrid connectionist-symbolic approach to regular grammatical inference based on neural learning and hierarchical clustering" , Lecture Notes in Artificial Intelligence, R.C.Carrasco and J.Oncina, (eds.), Grammatical Inference and Applications; Proceedings 2nd Int. Colloquium on Grammatical Inference, ICGI'94, Alicante, Spain; Springer, ISBN 3-540-58473-0, 862, 203-211. [BibTeX Entry]
1992 , "A knowledge-based system for the diagnosis of waste-water treatment plants" , Engineering Applications of AI and Expert Systems, Lecture Notes in Artificial Intelligence LNAI-604, Belli, Radermacher (Eds.), Springer-Verlag, 324-336. [BibTeX Entry]
2008 , "Nonlinear Dimensionality Reduction for the Exploration of Outliers in a Multicentre 1H-MRS Database of Brain Tumours" , Congress of the European Society for Magnetic Resonance in Medicine and Biology, accepted for presentation. [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, accepted for presentation. [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 , "Variational GTM" , In Procs. of IDEAL. [BibTeX Entry]
2007 , "On the Initialization of Two-Stage Clustering with class-GTM" , In Procs. of CAEPIA-TTIA'07. [BibTeX Entry]
2007 , "Finding relevant features for the churn analysis-oriented segmentation of a telecommunications market" , In Procs. of IEEE SICO, 301-310. [BibTeX Entry]
2007 , "Evaluation of a Two-Stage Clustering Procedure Using Class Information in Generative Topographic Mapping" , In Procs. of IEEE SICO, 17-24. [BibTeX Entry]
2007 , "On the Influence of Class Information in the Two-Stage Clustering of a Human Brain Tumour Dataset" , In Procs. of MICAI , LNAI 4827, 472-482. [BibTeX Entry]
2007 , "Limits to the Use of Class Information in a GTM-based Two-Stage Clustering Procedure" , In Procs. of TAMIDA, 303-312. [BibTeX Entry]
2007 , "Neural networks and other machine learning methods in cancer research" , In Procs. of IWANN . LNCS, Vol.4507, 964-971. [BibTeX Entry]
2007 , "Identification of churn routes in the Brazilian telecommunications market" , In Procs. of ESANN, 585-590. [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]
2007 , "Environmental Modeling by means of Genetic Fuzzy Systems" , Proceedings of the FUZZ-IEEE’07: IEEE International Conference on Fuzzy Systems, Londres (Inglaterra), aceptado. [BibTeX Entry]
2006 , "Clustering of brain tumours through constrained manifold learning using class information" , Learning'06 International Conference. 'Between Learning and Data Mining' special session, Vilanova i la Geltru, Spain.. [BibTeX Entry]
2006 , "Data Mining as a Tool for Analysing Environmental Systems" , Learning'06 International Conference. 'Between Learning and Data Mining' special session, Vilanova i la Geltru, Spain.. [BibTeX Entry]
2006 , "On the improvement of brain tumour data clustering using class information" , 3rd European Starting AI Researcher Symposium ( STAIRS '06), Riva del Garda, Italy. [BibTeX Entry]
2006 , "Neural Network Models for Language Acquisition: A Brief Survey" , In Procs. of the 7th International Conference on Intelligent Data Engineering and Automated Learning ( IDEAL 2006), Burgos, Spain. LNCS 4224, 1346-1357. [BibTeX Entry]
2006 , "Time Series Relevance Determination through a topology-constrained Hidden Markov Model" , In Procs. of the 7th International Conference on Intelligent Data Engineering and Automated Learning ( IDEAL 2006), Burgos, Spain. LNCS 4224, 40-47. [BibTeX Entry]
2006 , "Describing customer loyalty to Spanish petrol stations through rule extraction" , In Procs. of the 7th International Conference on Intelligent Data Engineering and Automated Learning ( IDEAL 2006), Burgos, Spain. LNCS 4224, 970-977. [BibTeX Entry]
2006 , "Assessment of an Unsupervised Feature Selection Method for Generative Topographic Mapping" , 16th International Conference on Artificial Neural Networks ( ICANN 2006), Athens, Greece. LNCS Vol.4132, 361-370. [BibTeX Entry]
2006 , "Capturing the Dynamics of Multivariate Time Series Through Visualization Using Generative Topographic Mapping Through Time" , In Proceedings of the 1st IEEE ICEIS International Conference, Islamabad, Pakistán, 492-497. [BibTeX Entry]
2006 , "Learning what is important: feature selection and rule extraction in a virtual course" , In Proceedings of the 14th European Symposium on Artificial Neural Networks, ESANN 2006, 401-406. [BibTeX Entry]
2006 , "On the prediction of the ecological status of human-altered streams and its rule-based interpretation" , 3rd Biennial meeting of the International Environmental Modelling and Software Society, Vermont, USA. Data Mining Workshop, [Download]. [BibTeX Entry]
2006 , "Finding relevant features for the characterization of the ecological status of human altered streams using a constrained mixture model" , 3rd Biennial meeting of the International Environmental Modelling and Software Society, Vermont, USA. Data Mining Workshop., [Download]. [BibTeX Entry]
2006 , "Determining feature relevance for the grouping of motor unit action potentials through generative topographic mapping" , In Proc. of the The 25th IASTED International Conference on Modelling, Identification, and Control: MIC 2006, Lanzarote, Spain, 507-512. [BibTeX Entry]
2006 , "Characterization of atypical virtual campus usage behavior through robust generative relevance analysis" , In Proc. of the Fifth IASTED International Conference on Web-Based Education (WBE 2006), Jan.23-25, Puerto Vallarta, México, 183-188. [BibTeX Entry]
2006 , "Identification of fuzzy models to predict students performance in an e-learning environment" , In Proc. of the Fifth IASTED International Conference on Web-Based Education (WBE 2006), Jan.23-25, Puerto Vallarta, México, 74-79. [BibTeX Entry]
2006 , "Comparing Support Vector Machines and Feed-forward Neural Networks with Similar Parameters" , 7th International Conference on Intelligent Data Engineering and Automated Learning (Lecture Notes in Computer Science 4224), 90-98. [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]
2006 , "Evolving plans for the KRKa2 chess ending" , Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, AIA'2006, Innsbruck, Austria, 80-84, 13 - 16 February. [BibTeX Entry]
2006 , "Patients on weaning trials from mechanical ventilation classified with neural networks and feature selection" , Proceedings of the 28^ th International Conference of the IEEE Engineering in Medicine and Biology Society, New York, USA, 5587-5590, 30 August - 3 September. [BibTeX Entry]
2006 , "Clasificación de pacientes en proceso de extubación mediante redes neuronales y selección de características" , Actas del XXIV Congreso Anual de la Sociedad Española de Ingeniería Biomédica, Pamplona, España, 281-284, 6 - 8 Noviembre. [BibTeX Entry]
2005 , "Finding relevant features to characterize student behavior on an e-learning system" , International Conference on Frontiers in Education: Computer Science and Computer Engineering: FECS 2005, Las Vegas, Nevada, USA. [BibTeX Entry]
2005 , "Detecting atypical student behaviour on an e-learning system" , VI Congreso Nacional de Informática Educativa; I Simposio Nacional de Tecnologías de la Información y las Comunicaciones en la Educación: SINTICE 2005, Granada, Spain, 153-160. [BibTeX Entry]
2005 , "Comparative assessment of the robustness of missing data imputation through Generative Topographic Mapping" , In Proc. of the IWANN 2005, Barcelona, Spain. LNCS, Vol.3512, 771-778. [BibTeX Entry]
2005 , "Feature Selection and Outliers Detection with Genetic Algorithms and Neural Networks" , Eighth Catalan Conference on Artificial Intelligence, 41-48. [BibTeX Entry]
2005 , "Handling outliers and missing data in brain tumor clinical assessment usign t-GTM" , In Proc. of the European Symposium on Artificial Neural Networks, ESANN 2005, Bruges, Belgium, 121-126. [BibTeX Entry]
2005 , "Functional topographic mapping for robust handling of outliers in brain tumour data" , In Proc. of the European Symposium on Artificial Neural Networks, ESANN 2005, Bruges, Belgium, 133-138. [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 , "On Aggregation Operators of Transitive Similarity and Dissimilarity" , IEEE International Conference on Fuzzy Systems, FUZZ-IEEE, Budapest, Hungría. [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 , "Analyzing the Discretization and Feature Selection Problems applied to Petroleum Data Sets" , SCIS & ISIS'2004: joint International Conference on Soft Computing and Intelligent Systems & International Symposium on Advanced Intelligent Systems, Yokohama, Japón. [BibTeX Entry]
2004 , "Exploration of the ecological status of Mediterranean rivers: Clustering, visualizing and reconstructing streams data using Generative Topographic Mapping" , In Zanasi et al.Eds.Data Mining V.Management Information Systems Series, Vol.10, pp.121-130, Benalmadena, Málaga, Spain, [Download]. [BibTeX Entry]
2004 , "STREAMES project: Exploration of the ecological status of Mediterranean rivers using Generative Topographic Mapping" , BESAI 2004 - 4th ECAI Workshop on Binding Environmental Sciences and Artificial Intelligence. Poster presentation, Valencia, Spain, [Download]. [BibTeX Entry]
2004 , "Automatic learning of fuzzy partitions in human Central Nervous System modeling using genetic algorithms" , Proceedings of the WMC'04: Western Simulation Multiconference. International Conference on Health Science Simulation, San Diego (USA), 90-95. [BibTeX Entry]
2004 , "Algoritmos genéticos para el aprendizaje de particiones difusas en razonamiento inductivo" , Actas del MAEB'04: Tercer Congreso Español de Metaheurísticas, Algoritmos Evolutivos y Bioinspirados, Córdoba (España), 110-117. [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 , "On representing Geological Behaviour based in Inductive Rules" , Intelligent Computing in the Petroleum Industry: Papers from the IJCAI'03 Workshop, Acapulco, México. [BibTeX Entry]
2003 , "Reward predictability and oscillatory brain processes" , Annual Computational Neuroscience Meeting CNS . Poster presentation, Alicante, Spain, [Download]. [BibTeX Entry]
2003 , "Dealing with Uncertainty in Fuzzy Inductive Reasoning Methodology" , Preceedings of the UAI'03: 19th Conference on Uncertainty in Artificial Intelligence, Acapulco (México), 427-434. [BibTeX Entry]
2003 , "Feature selection forcing overtraining may help to improve performance" , Proceedings of the IJCNN'03: International Joint Conference on Neural Networks, Portland, Oregon (USA), 2181-2186, 20-24 July. [BibTeX Entry]
2002 , "Neural networks for B2C e-commerce analysis: some elements of best practice" , Proceedings of the 4th International Conference On Enterprise Information Systems, ICEIS, Ciudad Real, Spain. [BibTeX Entry]
2002 , "Characterizing Geological Behaviour based in Knowledge Acquisition" , SCIS & ISIS'2002: joint International Conference on Soft Computing and Intelligent Systems & International Symposium on Advanced Intelligent Systems, Tsukuba, Japón. [BibTeX Entry]
2002 , "Evaluación de Algoritmos de Selección de Atributos" , Proceedings CCIA'02: Congres Català d'Intel.ligència Artificial, Castelló (España), 251-258. [BibTeX Entry]
2002 , "Automatic construction of fuzzy rules for modelling and prediction of the central nervous system" , Proceedings of the Workshop de mineria de datos y aprendizaje automático en el marco de la 8th Iberoamerican Conference on Artificial Intelligence, Sevilla (España), 23-32. [BibTeX Entry]
2002 , "Feature Selection Algorithms: A survey and experimental evaluation" , Proceedings of the IEEE International Conference on Data Mining, Japón, 306-313. [BibTeX Entry]
2002 , "Modeling and Design of Controllers using Fuzzy Inductive Reasoning: A review" , CICINDI'02: 4th International Conference on Control, Virtual Instrumentation and Digital Systems, Pachuca (México), 15pp. [BibTeX Entry]
2002 , "Modelling and recognising 3D-objects described by multiple views using function-described graphs" , Proceedings ICPR'2002, 16th Int. Conference on Pattern Recognition, Quebec City (Canada), 11-15 August. [BibTeX Entry]
2002 , "Local maximum ozone concentration prediction using LSTM recurrent neural networks" , Proceedings EIS'2002: 3rd Int. NAISO Symposium on Engineering of Intelligent Systems, Málaga (Spain), 24-27 September. [BibTeX Entry]
2002 , "Incremental construction of LSTM recurrent neural network" , Reconocimiento de Patrones - Avances y Perspectivas; Proceedings CIARP'02: VII Congreso Iberoamericano de Reconocimiento de Patrones, México D.F. (México), 171-184, 19-22 November. [BibTeX Entry]
2002 , "A new incremental method for function approximation using feed-forward neural networks" , Proceedings of the IJCNN'02: International Joint Conference on Neural Networks, Honolulu, Hawaii (USA), 1968-1973, 12-17 May. [BibTeX Entry]
2002 , "Maximizing the margin with feed-forward neural networks" , Proceedings of the IJCNN'02: International Joint Conference on Neural Networks, Honolulu, Hawaii (USA), 743-748, 12-17 May. [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]
2001 , "Caracterización de Algoritmos de Selección de Variables" , CCIA'01: Congres Català d'Intel.ligència Artificial, Barcelona (España), 16-23. [BibTeX Entry]
2001 , "Fuzzy Inductive Reasoning for the Prediction of Maximum Ozone Concentration" , Proceedings ESS'01: European Simulation Symposium, Marseille, France, 535-542. [BibTeX Entry]
2001 , "Long term prediction of maximum ozone concentration using fuzzy inductive reasoning" , Proceedings EUNITE'01: European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems, Tenerife (España), 91-101. [BibTeX Entry]
2001 , "A comparative study on a signal forecasting task applying Long-Short Term Memory (LSTM) recurrent neural networks" , Proceedings SIARP'01: VI Simposio Iberoamericano de Reconocimiento de Patrones, Florianópolis (Brasil), 113-119, 12-14 October. [BibTeX Entry]
2000 , "Similarity-based Heterogeneous Neuron Models" , ECAI'2000: 14th European Conference on Artificial Intelligence, Berlin, Germany. [BibTeX Entry]
2000 , "Heterogeneous Neuron Models based on Similarity" , 17th National Conference on Artificial Intelligence, AAAI'2000, Austin, EEUU. [BibTeX Entry]
2000 , "Segmenting the e-commerce market using the Generative Topographic Mapping" , Proceedings of the MICAI, 470-481, Acapulco, México. [BibTeX Entry]
2000 , "Enhanced Equal Frequency Partition Method for the Identification of a Water Demand System" , Proceedings AIS'00: AI, Simulation and Planning Conference, Tucson, Arizona, 209-215. [BibTeX Entry]
2000 , "CARFIR: A new methodology for the automatic construction of rules in Fuzzy Inductive Reasoning" , Proceedings InterSymp'00, Baden Baden, Germany, 32-42. [BibTeX Entry]
2000 , "Systems' prediction using CARFIR methodology" , Proceedings InterSymp'00, Baden Baden, Germany, 43-52. [BibTeX Entry]
2000 , "Efficient algorithms for matching attributed graphs and function-described graphs" , Proceedings ICPR'2000, 15th Int. Conference on Pattern Recognition, Barcelona (Spain), vol. 2, 871-876, 3-7 September. [BibTeX Entry]
2000 , "Clustering of attributed graphs and unsupervised synthesis of function-described graphs" , Proceedings ICPR'2000, 15th Int. Conference on Pattern Recognition, Barcelona (Spain), vol. 2, 1026-1029, 3-7 September. [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)" , Second Catalan Conference on Artificial Intelligence, 86-92. [BibTeX Entry]
1999 , "A Study of Qualitative and Missing Information in Wastewater Treatment Plants" , EDSSAI'99: Environmental Decision Support Systems and Artificial Intelligence. Papers from the AAAI'99 Workshop, Florida, USA. [BibTeX Entry]
1999 , "Model Acceptability Measure for the Identification of Failures in Qualitative Fault Monitoring Systems" , Proceedings ESM'99: European Simulation Multiconference, Warsaw, Poland, 339-347. [BibTeX Entry]
1999 , "A Qualitative Fault Monitoring System to Support Medical Decisions: An Application to the Central Nervous System" , Proceedings CIMA'99: Computational Intelligence Methods and Applications (Soft Computing in Biomedicine), N.Y., USA, 536-542. [BibTeX Entry]
1999 , "Definition of a depth of anaesthesia index using FIR" , Proceedings IEEE-EMBS Conference Serving Humanity, Advancing Technology-IEEE, Atlanta (EEUU), 920. [BibTeX Entry]
1999 , "Extracting the principal surface features: State of the art" , Memorias SIARP'99, IV Simposio Iberoamericano de Reconocimiento de Patrones, La Habana (Cuba), 505-511, 21-26 March. [BibTeX Entry]
1999 , "Function-described graphs: a fast algorithm to compute a sub-optimal matching measure" , Proceedings GBR'99, 2nd IAPR-TC-15 Workshop on Graph Based Representations, Vienna (Austria), 71-77, 10-12 May. [BibTeX Entry]
1999 , "Neural networks with periodic and monotonic activation functions: a comparative study in classification problems" , Proceedings of the 9th Int. Conference on Artificial Neural Networks, ICANN'99, Edinburgh (U.K.), 323-328, 7-10 September. [BibTeX Entry]
1998 , "Quantification of uncertainty in tissue characterisation with NMR Spectra" , Proceedings of the 6th Scientific Meeting of the International Society for Magnetic Resonance in Medicine, Abstract 1851, Sidney, Australia. [BibTeX Entry]
1998 , "Neural networks in practice-an example from magnetic resonance spectroscopy" , Proc. of the IEE Colloquium on Intelligent Methods in Healthcare and Medical Applications, Digest No. 1998/514. [BibTeX Entry]
1998 , "Using Fuzzy Heterogeneous Neural Networks to Learn a Model of the Central Nervous System Control" , EUFIT'98, 6th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany. [BibTeX Entry]
1998 , "Modeling the Input-Output Behaviour of Wastewater Treatment Plants using Soft Computing Techniques" , BESAI'98: Binding Environmental Sciences and AI. Papers from the ECAI'98 Workshop, Brighton, UK. [BibTeX Entry]
1998 , "Survival of Breast Cancer Patients Following Surgery: a Detailed Assessment of the Multi-Layer Perceptron and Cox’s Proportional Hazard Model" , Proceedings of the World Congress on Computational Intelligence, IJCNN, 112-116, Anchorage, Alaska, USA. [BibTeX Entry]
1998 , "Identification of Generic Fuzzy Models of the Human Central Nervous System Control" , ESM'98: 12th European Simulation Multiconference. Simulation Past, Present and Future, Manchester (Inglaterra), 316-323. [BibTeX Entry]
1998 , "Comparison of FIR and ANFIS Methodologies for the Prediction of Physiologic Parameters in Anaesthesiology" , EUFIT'98: 6th European Congress on Intelligent Techniques and Soft Computing, Aachen (Alemania), 1809-1814. [BibTeX Entry]
1998 , "Comparison of FIR and ANFIS Methodologies for Prediction of Mean Blood Pressure and Auditory Evoked Potentials Index During Anaesthesia" , 20th Annual International Conference of the IEEE engineering in medicine and biology Society, Hong-Kong (China), 1385-1388. [BibTeX Entry]
1998 , "Learning a Multi-Subject Model of the Central Nervous System Control Using Neural Networks" , Proceedings EIS'98, International Symposium on Engineering of Intelligent Systems, Tenerife, Spain, 206-212, 11-13 February. [BibTeX Entry]
1998 , "Fuzzy Inductive Reasoning Approaches to the Identification of Models of the Central Nervous System Control" , Proceedings EIS'98, International Symposium on Engineering of Intelligent Systems, Tenerife, Spain, 180-196, 11-13 February. [BibTeX Entry]
1998 , "Fuzzy heterogeneous neural networks for signal forecasting" , Proceedings of the 8th Int. Conference on Artificial Neural Networks, ICANN'98, Skövde (Sweden), 1089-1094, 2-4 September. [BibTeX Entry]
1997 , "Pattern recognition methods for MRS analysis and classification" , Proc. of the IEE Colloquium on Realising the Clinical Potential of Magnetic Resonance Spectroscopy: The Role of Pattern Recognition, Digest No. 1997/082. [BibTeX Entry]
1997 , "Pattern Recognition Analysis of MRS:A Benchmark of Linear Statistical Methods and Neural Networks" , Proceedings of the 14th Annual Meeting of the European Society of Magnetic Resonance in Medicine and Biology, Abstract 224, Brussels, Belgium. [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]
1997 , "Automatic Variable Selection and Rule Extraction Using Neural Networks" , Proceedings of the 15th IMACS World Congress on Scientific Computation, Modelling and Applied Mathematics, 461-466, Berlin, Germany. [BibTeX Entry]
1997 , "Tissue Characterisation with NMR Spectroscopy; Current State and Future Prospects for the Application of Neural Networks Analysis" , Proceedings of the IEEE / INNS International Joint Conference on Neural Networks, 1385-1390, Houston, USA. [BibTeX Entry]
1997 , "Assessment of Classical Search Techniques for Identification of Fuzzy Models" , Proceedings EUFIT'97, 5th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, 904-909. [BibTeX Entry]
1997 , "Genetic Algorithms vs. Classical Search Techniques for Identification of Fuzzy Models" , Proceedings EUFIT'97, 5th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, 769-773. [BibTeX Entry]
1997 , "Depth of Anaesthesia Monitored by ARX Modelled Auditory Evoked Potentials During Increased Doses of Desflurane" , Proceedings IFMBE'97, 16th World Congress on Medical Physics and Biomedical Engineering, Nice, France, 364. [BibTeX Entry]
1997 , "The Use of Fuzzy Techniques in the Study on Non-invasive Mechanical Ventilation Therapies" , Proceedings of the fuzzIEEE'97, Sixth IEEE International Conference on Fuzzy Systems, Barcelona, Spain, The IEEE Neural Netwoks Council, 241-246. [BibTeX Entry]
1997 , "Fuzzy Control Using Inductive Reasoning" , Advances in Artificial Intelligence and Engineering Cybernetics - Volume IV: Systems Logic \& Neural Networks, Baden-Baden, Germany, 33-38, Invited paper. [BibTeX Entry]
1997 , "Experimental comparison of fuzzy and neural network techniques in learning models of the central nervous system control" , Proceedings EUFIT'97, 5th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, 1014-1018, 8-12 September. [BibTeX Entry]
1996 , "Modeling the Thermal Behaviour of Biosphere 2 in a Non-Controlled Environment Using Bond Graphs" , Proceedings AIS'96, 6th Annual Conf. on AI, Simulation, and Planning in High Autonomy Systems, San Diego, California, 189-196. [BibTeX Entry]
1996 , "Means for Estimating the Forecasting Error in Fuzzy Inductive Reasoning" , Proceedings ESM'96, European Simulation Multiconference. 2nd International Conf. on Qualitative Information, Fuzzy Techniques, and Neural Networks in Simulation, Budapest, Hungary, 654-660. [BibTeX Entry]
1996 , "A Specialization of the \em k -Nearest Neighbor Classification Rule for the Prediction of Dynamical Systems Using FIR" , Advances in Artificial Intelligence and Engineering Cybernetics - Volume III, Baden-Baden, Germany, 130-136, Invited paper. [BibTeX Entry]
1996 , "Using Causal Relevancy for the Selection of Models within FIR Qualitative Modeling and Simulation Environment" , Advances in Artificial Intelligence and Engineering Cybernetics - Volume III, Baden-Baden, Germany, 137-142, Invited paper. [BibTeX Entry]
1994 , "The Causality Horizon: Limitations to Predictability of Behavior Using Fuzzy Inductive Reasoning" , Proceedings ESM'94, European Simulation Multiconference, Barcelona, Spain, 492-496. [BibTeX Entry]
1994 , "Preconditioning of Measurement Data for the Elimination of Patient-Specific Behavior in Qualitative Modeling of Medical Systems" , Proceedings CISS'94, First Joint Conference of International Simulation Societies, Zurich, Switzerland, 584-588. [BibTeX Entry]
1994 , "Dealing With Incomplete Data Records in Qualitative Modeling and Simulation of Biomedical Systems" , Proceedings CISS'94, First Joint Conference of International Simulation Societies, Zurich, Switzerland, 605-610. [BibTeX Entry]
1993 , "Controlling an Anaesthetic Agent by Means of Fuzzy Inductive Reasoning" , Proceedings QUARDET'93, IMACS International Workshop on Qualitative Reasoning and Decision Technologies, Barcelona, Spain, 345-356. [BibTeX Entry]
1992 , "Intuicionismo y no monotonía: la misma cara de la moneda" , III Congreso Iberoamericano de Inteligencia Artificial IBERAMIA'92, La Habana, Cuba. [BibTeX Entry]
1992 , "Un sistema basado en el conocimiento para la diagnosis en plantas de tratamiento de aguas residuales" , III Congreso Iberoamericano de Inteligencia Artificial IBERAMIA'92, La Habana, Cuba. [BibTeX Entry]
1992 , "Orden de relevancia de los síntomas psiquiátricos usados por LINNEO" , 16th Congress of the Sociedad Española de Psiquiatría Biológica, Vitoria, Spain. [BibTeX Entry]
1992 , "Combined Qualitative/Quantitative Simulation Models of Continuous-Time Processes Using Fuzzy Inductive Reasoning Techniques" , Proceedings SICICA'92, IFAC Symposium on Intelligent Components and Instruments for Control Applications, Málaga, Spain, Invited paper, 589-593. [BibTeX Entry]
1991 , "The nought attributes in knowledge-based systems" , European Conference on Verification and Validation, EUROVAV-91, Cambridge, UK. [BibTeX Entry]
1991 , "About the attribute relevance's nature" , Approaches to non-conventional computing: towards intelligent systems: TEC-COMP91, México D.F., México. [BibTeX Entry]
2007 , "A Variational Bayesian Formulation for GTM: Theoretical Foundations" , Technical Report LSI-07-33-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain. [BibTeX Entry]
2007 , "Predictive Models in Churn Data Mining: A Review" , Technical Report LSI-07-4-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain. [BibTeX Entry]
2007 , "Customer Continuity Management as a Foundation for Churn Data Mining" , Technical Report LSI-07-2-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain. [BibTeX Entry]
2007 , "Elements of Generative Manifold Learning for semi-supervised tasks" , Technical Report LSI-07-1-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain. [BibTeX Entry]
2005 , "Capturing the dynamics of multivariate time series through visualization using Generative Topographic Mapping Through Time" , Technical Report LSI-05-52-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2005 , "Preliminary theoretical results on a feature relevance determination method for Generative Topographic Mapping" , Technical Report LSI-05-13-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2004 , "Missing data imputation through Generative Topographic Mapping as a mixture of t-distributions: Theoretical developments" , Technical Report LSI-04-50-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2004 , "Generative Topographic Mapping as a constrained mixture of Student t-distributions: Theoretical developments" , Technical Report LSI-04-44-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2004 , "Studying Embedded Human EEG Dynamics Using Generative Topographic Mapping" , Technical Report LSI-04-8-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2004 , "Exploring dopamine-mediated reward processing through the analysis of EEG-measured gamma-band brain oscillations" , Technical Report LSI-04-7-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2002 , "Evolutionary Optimization of Heterogeneous Problems" , Technical Report LSI-02-65-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2002 , "Feature Selection Algorithms: A Survey and Experimental Evaluation" , Technical Report LSI-02-62-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2001 , "Algorithmes d'entraïnement local de RBF" , Technical Report LSI-01-42-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2000 , "A Case Study in Neural Network Training with the Breeder Genetic Algorithm" , Technical Report LSI-00-7-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
2000 , "A Theory for Heterogeneous Neuron Models based on Similarity" , Technical Report LSI-00-6-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
1999 , "A Study in Function Optimization with the Breeder Genetic Algorithm" , Technical Report LSI-99-36-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
1999 , "A Soft Computing Techniques Study in Wastewater Treatment Plants" , Technical Report LSI-99-20-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
1998 , "Fuzzy Inputs and Missing Data in Similarity-Based Heterogeneous Neural Networks" , Technical Report LSI-98-66-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
1998 , "Fuzzy Heterogeneous Neurons for Imprecise Classification Problems" , Technical Report LSI-98-33-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain, [Download]. [BibTeX Entry]
1993 , "A Theory of Attribute Relevance (Reports from the LSI 1993 AI Seminars)" , Technical Report LSI-93-12-T, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain. [BibTeX Entry]
1991 , "To be or nought to be. Una questió irrellevant?" , Technical Report LSI-91-37-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain. [BibTeX Entry]
1991 , "About the attribute relevance's nature" , Technical Report LSI-91-6-R, Universitat Politècnica de Catalunya, UPC, Barcelona, Spain. [BibTeX Entry]
2007 , "Aprendizaje de Particiones Difusas para Razonamiento Inductivo" , Departament de Llenguatges i Sistemes Informàtics, Universitat Politècnica de Catalunya, Spain, codirected by Nebot, A. (UPC) and Fuertes, J.M. (UPC). [BibTeX Entry]
2004 , "Reconstrucción de superficies a partir de secciones paralelas utilizando la técnica de esqueletización" , Instituto Superior Politécnico José Antonio Echeverría (ISPJAE), Ciudad de La Habana, Cuba, codirected by Alquézar R. (UPC) and Pérez Rivero, J. A. (ISPJAE). [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]
, "Un marco de Soft Computing para el Apoyo a la Toma de Decisiones en Sistemas e-learning" , codirected by Nebot, A. (UPC) and Mugica, F. (IPN México). [BibTeX Entry]
, "Generative Manifold Learning for the Exploration of Partially Labeled Data" , directed by Vellido, A. (UPC). [BibTeX Entry]
, "Hierarchical Analysis of Multivariate Time Series Through Generative Models" , directed by Vellido, A. (UPC). [BibTeX Entry]
, "Rule Extraction from Unsupervised Probabilistic Models for Multivariate Data Clustering" , directed by Vellido, A. (UPC). [BibTeX Entry]
, "Generación de Decisiones delante de Incertidumbre" , codirected by Nebot, A. (UPC) and Cellier, F.E. (University of Arizona). [BibTeX Entry]