Roberto Santana

Hossein Karshenas, Roberto Santana, Concha Bielza, Pedro Larrañaga: Regularized continuous estimation of distribution algorithms. Appl. Soft Comput. 13(5): 2412-2432 (2013)

Pedro Larrañaga, Hossein Karshenas, Concha Bielza, Roberto Santana: A review on evolutionary algorithms in Bayesian network learning and inference tasks. Inf. Sci. 233: 109-125 (2013)

Roberto Santana, Concha Bielza, Pedro Larrañaga: Regularized logistic regression and multiobjective variable selection for classifying MEG data. Biological Cybernetics 106(6-7): 389-405 (2012)

Siddhartha Shakya, Roberto Santana, José Antonio Lozano: A Markovianity based optimisation algorithm. Genetic Programming and Evolvable Machines 13(2): 159-195 (2012)

Pedro Larrañaga, Hossein Karshenas, Concha Bielza, Roberto Santana: A review on probabilistic graphical models in evolutionary computation. J. Heuristics 18(5): 795-819 (2012)

Carlos Echegoyen, Alexander Mendiburu, Roberto Santana, José Antonio Lozano: Toward Understanding EDAs Based on Bayesian Networks Through a Quantitative Analysis. IEEE Trans. Evolutionary Computation 16(2): 173-189 (2012)

Roberto Santana, Alexander Mendiburu, José Antonio Lozano: Structural transfer using EDAs: An application to multi-marker tagging SNP selection. IEEE Congress on Evolutionary Computation 2012: 1-8

Roberto Santana, Alexander Mendiburu, José Antonio Lozano: An analysis of the use of probabilistic modeling for synaptic connectivity prediction from genomic data. IEEE Congress on Evolutionary Computation 2012: 1-8

Roberto Santana, Laurent Bonnet, Jozef Legény, Anatole Lécuyer: Introducing the use of model-based evolutionary algorithms for EEG-based motor imagery classification. GECCO 2012: 1159-1166

Roberto Santana, Alexander Mendiburu, José Antonio Lozano: Evolving NK-complexity for evolutionary solvers. GECCO (Companion) 2012: 1473-1474

Roberto Santana, Concha Bielza, Pedro Larrañaga: Maximizing the number of polychronous groups in spiking networks. GECCO (Companion) 2012: 1499-1500

Li-Vang Lozada-Chang, Roberto Santana: Univariate marginal distribution algorithm dynamics for a class of parametric functions with unitation constraints. Inf. Sci. 181(11): 2340-2355 (2011)

Roberto Santana, Concha Bielza, Pedro Larrañaga: Optimizing Brain Networks Topologies Using Multi-objective Evolutionary Computation. Neuroinformatics 9(1): 3-19 (2011)

Carlos Echegoyen, Qingfu Zhang, Alexander Mendiburu, Roberto Santana, José Antonio Lozano: On the limits of effectiveness in estimation of distribution algorithms. IEEE Congress on Evolutionary Computation 2011: 1573-1580

Antonio LaTorre, Santiago Muelas, José María Peña, Roberto Santana, Ángel Merchán-Pérez, José-Rodrigo Rodríguez: A differential evolution algorithm for the detection of synaptic vesicles. IEEE Congress on Evolutionary Computation 2011: 1687-1694

Hossein Karshenas, Roberto Santana, Concha Bielza, Pedro Larrañaga: Multi-objective Optimization with Joint Probabilistic Modeling of Objectives and Variables. EMO 2011: 298-312

Roberto Santana, Hossein Karshenas, Concha Bielza, Pedro Larrañaga: Quantitative genetics in multi-objective optimization algorithms: from useful insights to effective methods. GECCO (Companion) 2011: 91-92

Roberto Santana, Concha Bielza, Pedro Larrañaga: Affinity propagation enhanced by estimation of distribution algorithms. GECCO 2011: 331-338

Roberto Santana, Hossein Karshenas, Concha Bielza, Pedro Larrañaga: Regularized k-order markov models in EDAs. GECCO 2011: 593-600

Roberto Santana: Estimation of distribution algorithms: from available implementations to potential developments. GECCO (Companion) 2011: 679-686

Roberto Santana, Santiago Muelas, Antonio LaTorre, Jose M. Peña: A direct optimization approach to the P300 speller. GECCO 2011: 1747-1754

Roberto Santana, Alexander Mendiburu, Noah Zaitlen, Eleazar Eskin, José Antonio Lozano: Multi-marker tagging single nucleotide polymorphism selection using estimation of distribution algorithms. Artificial Intelligence in Medicine 50(3): 193-201 (2010)

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Learning Factorizations in Estimation of Distribution Algorithms Using Affinity Propagation. Evolutionary Computation 18(4): 515-546 (2010)

Alfredo Cuesta-Infante, Roberto Santana, José Ignacio Hidalgo, Concha Bielza, Pedro Larrañaga: Bivariate empirical and n-variate Archimedean copulas in estimation of distribution algorithms. IEEE Congress on Evolutionary Computation 2010: 1-8

Carlos Echegoyen, Alexander Mendiburu, Roberto Santana, José Antonio Lozano: Estimation of Bayesian networks algorithms in a class of complex networks. IEEE Congress on Evolutionary Computation 2010: 1-8

Roberto Santana, Concha Bielza, Pedro Larrañaga: Using Probabilistic Dependencies Improves the Search of Conductance-Based Compartmental Neuron Models. EvoBIO 2010: 170-181

Roberto Santana, Concha Bielza, Pedro Larrañaga: Synergies between Network-Based Representation and Probabilistic Graphical Models for Classification, Inference and Optimization Problems in Neuroscience. IEA/AIE (3) 2010: 149-158

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Research topics in discrete estimation of distribution algorithms based on factorizations. Memetic Computing 1(1): 35-54 (2009)

Carlos Echegoyen, Alexander Mendiburu, Roberto Santana, José Antonio Lozano: Analyzing the probability of the optimum in EDAs based on Bayesian networks. IEEE Congress on Evolutionary Computation 2009: 1652-1659

Roberto Santana, Concha Bielza, José Antonio Lozano, Pedro Larrañaga: Mining probabilistic models learned by EDAs in the optimization of multi-objective problems. GECCO 2009: 445-452

Rubén Armañanzas, Iñaki Inza, Roberto Santana, Yvan Saeys, Jose Luis Flores, Jose Antonio Lozano, Yves Van de Peer, Rosa Blanco, Víctor Robles, Concha Bielza, Pedro Larrañaga: A review of estimation of distribution algorithms in bioinformatics. BioData Mining 1 (2008)

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Combining variable neighborhood search and estimation of distribution algorithms in the protein side chain placement problem. J. Heuristics 14(5): 519-547 (2008)

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Protein Folding in Simplified Models With Estimation of Distribution Algorithms. IEEE Trans. Evolutionary Computation 12(4): 418-438 (2008)

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Component weighting functions for adaptive search with EDAs. IEEE Congress on Evolutionary Computation 2008: 4066-4073

Siddhartha Shakya, Roberto Santana: An EDA based on local markov property and gibbs sampling. GECCO 2008: 475-476

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Adding Probabilistic Dependencies to the Search of Protein Side Chain Configurations Using EDAs. PPSN 2008: 1120-1129

Carlos Echegoyen, Roberto Santana, José Antonio Lozano, Pedro Larrañaga: The Impact of Exact Probabilistic Learning Algorithms in EDAs Based on Bayesian Networks. Linkage in Evolutionary Computation 2008: 109-139

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Adaptive Estimation of Distribution Algorithms. Adaptive and Multilevel Metaheuristics 2008: 177-197

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Side chain placement using estimation of distribution algorithms. Artificial Intelligence in Medicine 39(1): 49-63 (2007)

Carlos Echegoyen, José Antonio Lozano, Roberto Santana, Pedro Larrañaga: Exact Bayesian network learning in estimation of distribution algorithms. IEEE Congress on Evolutionary Computation 2007: 1051-1058

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: The Role of a Priori Information in the Minimization of Contact Potentials by Means of Estimation of Distribution Algorithms. EvoBIO 2007: 247-257

Alexander Mendiburu, Roberto Santana, Jose Antonio Lozano, Endika Bengoetxea: A parallel framework for loopy belief propagation. GECCO (Companion) 2007: 2843-2850

Pedro Larrañaga, Borja Calvo, Roberto Santana, Concha Bielza, Josu Galdiano, Iñaki Inza, José Antonio Lozano, Rubén Armañanzas, Guzmán Santafé, Aritz Pérez Martínez, Victor Robles: Machine learning in bioinformatics. Briefings in Bioinformatics 7(1): 86-112 (2006)

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Mixtures of Kikuchi Approximations. ECML 2006: 365-376

Roberto Santana: Estimation of Distribution Algorithms with Kikuchi Approximations. Evolutionary Computation 13(1): 67-97 (2005)

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Interactions and dependencies in estimation of distribution algorithms. Congress on Evolutionary Computation 2005: 1418-1425

Roberto Santana, Pedro Larrañaga, José Antonio Lozano: Protein Folding in 2-Dimensional Lattices with Estimation of Distribution Algorithms. ISBMDA 2004: 388-398

Roberto Santana: A Markov Network Based Factorized Distribution Algorithm for Optimization. ECML 2003: 337-348

Roberto Santana, Alberto Ochoa, Marta Soto: On the use of Factorized Distribution Algorithms for problems defined on graphs. Electronic Notes in Discrete Mathematics 8: 84 (2001)

Roberto Santana, Alberto Ochoa-Rodríguez, Marta Soto, Francisco Baptista Pereira, Penousal Machado, Ernesto Costa, Amílcar Cardoso: Probabilistic Evolution and the Busy Beaver Problem. GECCO 2000: 380