Biblio

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2013
Santana, R., C. Bielza, and P. Larrañaga, Changing conduction delays to maximize the number of polychronous groups with an estimation of distribution algorithm, , Technical Report, UPM-FI/DIA/2013-1, Technical University of Madrid, 2013.
Santana, R., R. Armañanzas, C. Bielza, and P. Larrañaga, "Network measures for information extraction in evolutionary algorithms", International Journal of Computational Intelligence Systems, vol. 6, no. 6, pp. 1163-1188, 2013.
Santana, R., L. McGarry, C. Bielza, P. Larrañaga, and R. Yuste, "Classification of neocortical interneurons using affinity propagation", Frontiers in Neural Circuits, vol. 7:185, 2013.
2012
Santana, R., C. Bielza, and P. Larrañaga, "Conductance interaction identification by means of Boltzmann distribution and mutual information analysis in conductance-based neuron models", BMC Neuroscience, vol. 13, no. Suppl 1, pp. P100, 2012.
Santana, R., C. Bielza, and P. Larrañaga, "Maximizing the number of polychronous groups in spiking networks", Companion Material Proceedings of the 14th Annual Genetic and Evolutionary Computation Conference (GECCO-2012): ACM Digital Library, pp. 1499-1500, 2012.
Santana, R., C. Bielza, and P. Larrañaga, "Regularized logistic regression and multi-objective variable selection for classifying MEG data", Biological Cybernetics, vol. 106, no. 6-7, pp. 389-405, 2012.
2011
Santana, R., H. Karshenas, C. Bielza, and P. Larrañaga, "Regularized k-order Markov Models in EDAs", Proceedings of the 2011 Genetic and Evolutionary Conference (GECCO-2011): ACM Digital Library, pp. 593–600, 2011.
Santana, R., H. Karshenas, C. Bielza, and P. Larrañaga, "Quantitative genetics in multi-objective optimization algorithms: From useful insights to effective methods", Proceedings of the 2011 Genetic and Evolutionary Conference (GECCO-2011): ACM Digital Library, pp. 91-92, 2011.
Santana, R., C. Bielza, and P. Larrañaga, "Optimizing brain networks topologies using multi-objective evolutionary computation", Neuroinformatics, vol. 9, no. 1, pp. 3-19, 2011.
Santana, R., C. Bielza, and P. Larrañaga, "Affinity Propagation Enhanced by Estimation of Distribution Algorithms", Proceedings of the 2011 Genetic and Evolutionary Conference (GECCO-2011): ACM Digital Library, pp. 331–338, 2011.
2009
Santana, R., C. Echegoyen, A. Mendiburu, C. Bielza, J. A. Lozano, P. Larrañaga, R. Armañanzas, and S. Shakya, MATEDA: A suite of EDA programs in Matlab, : Servicio de Publicaciones de la Facultad de Informática, UPV–EHU. EHU-KZAA-IK-2/09, 2009.
Santana, R., C. Bielza, J. A. Lozano, and P. Larrañaga, "Mining Probabilistic Models Learned by EDAs in the Optimization of Multi-Objective Problems", Proceedings of the 11th Annual Conference on Genetic and Evolutionary Computation: ACM, pp. 445-452, 2009.
Santana, R., P. Larrañaga, and J. A. Lozano, Learning factorizations in estimation of distribution algorithms using affinity propagation, : Servicio de Publicaciones de la Facultad de Informática, UPV–EHU. EHU-KZAA-IK-1/08, 2009.
2008
Santana, R., P. Larrañaga, and J. A. Lozano, "Combining variable neighborhood search and estimation of distribution algorithms", Journal of Heuristics, vol. 14, pp. 519-547, 2008.
Santana, R., J. A. Lozano, and P. Larrañaga, "Protein folding in simplified models with estimation of distribution algorithms", IEEE Transactions on Evolutionary Computation, vol. 12, no. 4, pp. 418-438, 2008.
2007
Santana, R., P. Larrañaga, and J. A. Lozano, "Side chain placement using estimation of distribution algorithms", Artificial Intelligence in Medicine, vol. 39, no. 1, pp. 49-63, 2007.
2006
Santana, R., Advances in Probabilistic Graphical Models for Optimization and Learning. Applications in Protein Modelling, , (supervised by Pedro Larrañaga), Departamento de Ciencias de la Computación e Inteligencia Artificial, Universidad del País Vasc, 2006.
2005
Santana, R., P. Larrañaga, and J. A. Lozano, Properties of Kikuchi approximations constructed from clique based decompositions, : Servicio de Publicaciones de la Facultad de Informática, UPV–EHU. EHU-KZAA-IK-2/05, 2005.