Roberto Santana

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Jose A. LozanoBasque Center for Applied Mathematics (BCAM), University of the Basque Country UPV/EHUVerified email at ehu.eus
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, Technical University of MadridVerified email at fi.upm.es
Aurora Trinidad Ramirez PozoProfessor de Ciencias de Computacao, Universidade Federal do ParanaVerified email at inf.ufpr.br
Unai Garciarena HualdeIntelligent Systems Group ISG, University of the Basque Country UPV/EHUVerified email at ehu.es
Rubén ArmañanzasDATAI / UNavVerified email at ieee.org
Siddhartha (Sid) ShakyaEBTIC, Khalifa University and BTVerified email at bt.com
Hossein KarshenasAssistant Professor, Artificial Intelligence Department, University of IsfahanVerified email at eng.ui.ac.ir
Inaki InzaIntelligent Systems Group ISG, Computer Science Faculty, University of the Basque Country UPV/EHUVerified email at ehu.es
Víctor RoblesUniversidad Politécnica de MadridVerified email at fi.upm.es
Ibai Roman Txopitea (ORCID 0000-00...Mondragon Unibertsitatea - Electronics And Computer Science Department (ROR 00wvqgd19)Verified email at mondragon.edu
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
Jon VadilloIntelligent Systems Group ISG, University of the Basque Country UPV/EHUVerified email at ehu.eus
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
Cesar MontenegroResearcherVerified email at ehu.eus

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	964	2006
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	176	2013
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	168	2008
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	134	2008
Estimation of distribution algorithms with Kikuchi approximations R Santana Evolutionary Computation 13 (1), 67-97, 2005	110	2005
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	104	2017
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	104*	2013
A review on probabilistic graphical models in evolutionary computation P Larrañaga, H Karshenas, C Bielza, R Santana Journal of Heuristics 18, 795-819, 2012	97	2012
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	58*	2010
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	57	2008
The mixture of trees factorized distribution algorithm R Santana, A Ochoa, MR Soto Proceedings of the Genetic and Evolutionary Computation Conference GECCO …, 2001	53	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	51	2007
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	41	2010
A markovianity based optimisation algorithm S Shakya, R Santana, JA Lozano Genetic Programming and Evolvable Machines, 1-37, 2008	41	2008
Side chain placement using estimation of distribution algorithms R Santana, P Larrañaga, JA Lozano Artificial intelligence in medicine 39 (1), 49-63, 2007	39	2007
Regularized continuous estimation of distribution algorithms H Karshenas, R Santana, C Bielza, P Larrañaga Applied Soft Computing 13 (5), 2412-2432, 2013	38	2013
Finding typical testors by using an evolutionary strategy E Alba-Cabrera, R Santana, A Ochoa-Rodriguez, M Lazo-Cortés Proceedings of the 5th Ibero American Symposium on Pattern Recognition, 267-278, 2000	37	2000

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