I do research at the Intelligent Systems Group (ISG). At the University of the Basque Country. I received a Ph.D. degree in Mathematics from the University of Havana and a Ph.D. degree in Informatics from the University of the Basque Country. Estimation of Distribution Algorithms. Results open research challenges.
http://www.ai-research.eu/
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Main Page Roberto Santana | ai-research.eu Reviews
https://ai-research.eu
I do research at the Intelligent Systems Group (ISG). At the University of the Basque Country. I received a Ph.D. degree in Mathematics from the University of Havana and a Ph.D. degree in Informatics from the University of the Basque Country. Estimation of Distribution Algorithms. Results open research challenges.
ai-research.eu
Journal Publications
http://www.ai-research.eu/journals.htm
C Echegoyen, A. Mendiburu, R. Santana. And J A. Lozano. Towards understanding EDAs based on Bayesian networks through a quantitative analysis. IEEE Transactions on Evolutionary Computation. S Shakya and R. Santana. Eds) Markov Networks in Evolutionary Algorithms. Adaptation, Learning and Optimization series. Vol 14. Springer. 2012. S Shakya, R. Santana. And J A. Lozano. A Markovianity based Optimisation Algorithm. Genetic Programming and Evolvable Machines. Springer. 2012. In Press. A review of estimatio...
Courses and presentations
http://www.ai-research.eu/presentations.htm
Some presentations and course materials. 2010) An introductory course to Estimation of Distribution Algorithms. EDA course at the Advanced Statistics and Data Mining Summerschool. Technical Univesity of Madrid. 2010) EDA applications, extensions and improvements. EDA course at the Advanced Statistics and Data Mining Summerschool. Technical Univesity of Madrid. 2010) MATEDA: A modular approach to EDAs in Matlab. 2010) Classification of MEG data using a combined machine learning approach.
Results open research chanllenges
http://www.ai-research.eu/challenges.htm
Results open research challenges. 2012) R. Santana, A. Mendiburu and J. A. Lozano. Best performing solution at the IEEE-IJCNN'2012 Conference Competition called Classification of Psychiatric Problems based on Saccades. 2011) R. Santana, C. Bielza and P. Larrañaga. Second place in the Mind reading from MEG - PASCAL Challenge. Held as part of the International Conference on Artificial Neural Networks, June 14-17th, 2011, Espoo, Finland.
Roberto Santana publications
http://www.ai-research.eu/bibtexwebpage/index.html
Also see our publications by topic. Ldquo;Regularized Continuous Estimation of Distribution Algorithms”. By H Karshenas, R. Santana, C. Bielza, and P. Larrañaga. 2013 Accepted for publication. Ldquo; On the Taxonomy of Optimization Problems under Estimation of Distribution Algorithms. By C Echegoyen, A. Mendiburu, R. Santana, and J. A. Lozano. Ldquo;Network measures for information extraction in evolutionary algorithms”. By R Santana, R. Armañanzas, C. Bielza, and P. Larrañaga. By R Santana, C. Bielz...
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Main Page Roberto Santana
I do research at the Intelligent Systems Group (ISG). At the University of the Basque Country. I received a Ph.D. degree in Mathematics from the University of Havana and a Ph.D. degree in Informatics from the University of the Basque Country. Estimation of Distribution Algorithms. Results open research challenges.
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