Roberto Santana

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Jose A. LozanoU. of the Basque Country, Basque Center for Applied Mathematics, Research Associate at Sherpa.aiVerified email at ehu.es
Pedro LarrañagaProfessor of Artificial Intelligence - Technical University of MadridVerified email at fi.upm.es
Alexander MendiburuIntelligent Systems Group ISG, University of the Basque Country UPV/EHUVerified email at ehu.eus
Concha BielzaProfessor of Statistics and Operations Research, UniversidadVerified email at fi.upm.es
Aurora Trinidad Ramirez PozoProfessor de Ciencias de Computacao, Universidade Federal do ParanaVerified email at inf.ufpr.br
Rubén ArmañanzasBasque Center for Applied MathematicsVerified email at ieee.org
Hossein KarshenasAssistant Professor, Artificial Intelligence Department, University of IsfahanVerified email at eng.ui.ac.ir
Sid ShakyaEBTIC, Khalifa University and BTVerified email at bt.com
Unai GarciarenaIntelligent Systems Group ISG, University of the Basque Country UPV/EHUVerified email at ehu.es
Víctor RoblesUniversidad Politécnica de MadridVerified email at fi.upm.es
Inaki InzaIntelligent Systems Group ISG, Computer Science Faculty, University of the Basque Country UPV/EHUVerified email at ehu.es
Aritz PérezBasque Center for Applied Mathematics (BCAM)Verified email at bcamath.org
Borja CalvoIntelligent Systems Group ISG, University of the Basque Country UPV/EHUVerified email at ehu.eus
Guzmán SantaféUniversidad Pública de NavarraVerified email at unavarra.es
Ricardo LüdersProfessor Titular, DAINF/CPGEI, Universidade Tecnológica Federal do ParanáVerified email at utfpr.edu.br
Marcella Scoczynski Ribeiro MartinsPhD at Federal University of Technology - Parana UTFPRVerified email at utfpr.edu.br
Myriam DelgadoFederal University of Technology of ParanáVerified email at utfpr.edu.br
Yves Van de PeerProfessor in Bioinformatics and Genome Biology, Ghent University, BelgiumVerified email at psb.ugent.be
Yvan SaeysVIB - Ghent UniversityVerified email at ugent.be
Ibai RomanElectronics And Computer Science Department, Mondragon UnibertsitateaVerified email at mondragon.edu

Roberto Santana

Intelligent Systems Group ISG, University of the Basque Country UPV/EHU

Verified email at ehu.es - Homepage

Estimation of Distribution Algorithms Evolutionary Computation Probabilistic Graphical Models Machine Learning


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Machine learning in bioinformatics P Larrañaga, B Calvo, R Santana, C Bielza, J Galdiano, I Inza, JA Lozano, ... Briefings in bioinformatics 7 (1), 86-112, 2006	736	2006
Protein folding in simplified models with estimation of distribution algorithms R Santana, P Larrañaga, JA Lozano Evolutionary Computation, IEEE Transactions on 12 (4), 418-438, 2008	160	2008
A review on evolutionary algorithms in Bayesian network learning and inference tasks P Larranaga, H Karshenas, C Bielza, R Santana Information Sciences 233, 109-125, 2013	146	2013
A review of estimation of distribution algorithms in bioinformatics R Armañanzas, I Inza, R Santana, Y Saeys, JL Flores, JA Lozano, ... BioData mining 1 (6), 2008	121	2008
Estimation of distribution algorithms with Kikuchi approximations R Santana Evolutionary Computation 13 (1), 67-97, 2005	109	2005
Multiobjective estimation of distribution algorithm based on joint modeling of objectives and variables H Karshenas, R Santana, C Bielza, P Larranaga IEEE Transactions on Evolutionary Computation 18 (4), 519-542, 2013	90*	2013
A review on probabilistic graphical models in evolutionary computation P Larrañaga, H Karshenas, C Bielza, R Santana Journal of Heuristics 18 (5), 795-819, 2012	83	2012
A Markov network based factorized distribution algorithm for optimization R Santana Machine Learning: ECML 2003, 337-348, 2003	58	2003
Combining variable neighborhood search and estimation of distribution algorithms in the protein side chain placement problem R Santana, P Larrañaga, JA Lozano Journal of Heuristics 14 (5), 519-547, 2008	56	2008
Mateda-2.0: Estimation of distribution algorithms in MATLAB R Santana, C Bielza, P Larrañaga, JA Lozano, C Echegoyen, ... Journal of Statistical Software 35 (7), 1-30, 2010	54	2010
The mixture of trees factorized distribution algorithm R Santana, A Ochoa, MR Soto Proceedings of the Genetic and Evolutionary Computation Conference GECCO …, 2001	51	2001
Exact Bayesian network learning in estimation of distribution algorithms C Echegoyen, JA Lozano, R Santana, P Larranaga Evolutionary Computation, 2007. CEC 2007. IEEE Congress on, 1051-1058, 2007	49	2007
An extensive analysis of the interaction between missing data types, imputation methods, and supervised classifiers U Garciarena, R Santana Expert Systems with Applications 89, 52-65, 2017	46	2017
The impact of probabilistic learning algorithms in EDAs based on Bayesian networks C Echegoyen, R Santana, J Lozano, P Larrañaga Linkage in evolutionary computation. Studies in Computational Intelligence …, 2008	45*	2008
Research topics in discrete estimation of distribution algorithms based on factorizations R Santana, P Larrañaga, JA Lozano Memetic Computing 1 (1), 35-54, 2009	43	2009
Learning factorizations in estimation of distribution algorithms using affinity propagation R Santana, P Larraòaga, JA Lozano Evolutionary Computation 18 (4), 515-546, 2010	40	2010
Side chain placement using estimation of distribution algorithms R Santana, P Larrañaga, JA Lozano Artificial intelligence in medicine 39 (1), 49-63, 2007	40	2007
A markovianity based optimisation algorithm S Shakya, R Santana, JA Lozano Genetic Programming and Evolvable Machines, 1-37, 2008	39	2008
An EDA based on local Markov property and Gibbs sampling S Shakya, R Santana Proceedings of the 10th annual conference on Genetic and evolutionary …, 2008	36	2008
Regularized continuous estimation of distribution algorithms H Karshenas, R Santana, C Bielza, P Larrañaga Applied Soft Computing 13 (5), 2412-2432, 2013	35	2013

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