PUBLICATIONS
HOME PUBLICATIONS

2011

  • J. Ceberio, A. Mendiburu and J.A. Lozano. Introducing The Mallows Model on Estimation of Distribution Algorithms. In Proceedings of 2011 International Conference on Neural Information Processing (ICONIP-2011), Shangay, China, 23-25, November 2011. Accepted for publication.
  • J. Ceberio, E. Irurozki, A. Mendiburu and J.A. Lozano. A review on Estimation of Distribution Algorithms in Permutation-based Combinatorial Optimization Problems. Progress in Artificial Intelligence. Springer. Accepted for publication.
  • L. Hernando, J. A. Pascual, A. Mendiburu and J.A. Lozano. A study on the complexity of TSP instances under the 2-exchange neighbor system. SSCI 2011, Symposium on Foundations of Computational Intelligence (FOCI-2011), Paris, France, 11-15, April 2011.
  • 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. Accepted for publication.
  • I. Ibarbia, A. Mendiburu, M. Santos and J. A. Lozano. An interactive optimization approach to a real-world oceanographic campaign planning problem. Applied Intelligence. Accepted for publication.
  • J. Ceberio, A. Mendiburu and J.A. Lozano. A Preliminary Study on EDAs for Permutation Problems Based on Marginal-based Models. In Proceedings of 2011 Genetic and Evolutionary Computation Conference (GECCO-2011), Dublin, Ireland, 12-16, July 2011. Accepted for publication.
  • C. Echegoyen, Q. Zhang, A. Mendiburu, R. Santana, J.A. Lozano. On the limits of effectiveness in estimation of distribution algorithms. Congress on Evolutionary Computation (CEC-2011). Accepted for publication.

2010

  • C. Pérez-Miguel, J. Miguel-Alonso, and A. Mendiburu. Porting Estimation of Distribution Algorithms to the Cell Broadband Engine.Parallel Computing. Volume 36, Issues 10-11, Pages 618-634, 2010.
  • R. Santana, A. Mendiburu, N. Zaitlen, E. Eskin and J. A. Lozano. Multi-marker tagging SNP selection using estimation of distribution algorithms.Artificial Intelligence in Medicine. Volume 50, Issue 3, Pages 193-201, 2010.
  • R. Santana, C. Bielza, P. Larrañaga, J. A. Lozano, C. Echegoyen, A. Mendiburu, R. Armañanzas, S. Shakya. MATEDA: A Matlab package for the implementation and analysis of Estimation of distribution algorithms. Journal of statistical software. American Statistical Association. Volume 35, Issue 7. 2010.
  • C. Echegoyen, A. Mendiburu, R. Santana and J.A. Lozano. Analyzing the k Most Probable Solutions in EDAs based on Bayesian Networks. Exploitation of linkage learning in evolutionary algorithms . Evolutionary Learning and Optimization. Springer Berlin Heidelberg. Y.-P. Chen (Ed). Volume 3, 163-189. 2010.
  • A. Mendiburu, J. Miguel-Alonso and J. A. Lozano, A Review on Parallel Estimation of Distribution Algorithms. In F. Fernández de Vega, E. Cantú-Paz (Eds.): Paral. and Distrib. Comp. Intel., SCI 269, pp. 143–163. Springer-Verlag Berlin Heidelberg 2010
  • C. Echegoyen, A. Mendiburu, R. Santana and J. A. Lozano. Estimation of Bayesian networks algorithms in a class of complex networks. In Proceedings of the of the 2010 Congress on Evolutionary Computation (CEC-2010), Barcelone, Spain. IEEE Press. Accepted for publication.
  • E. Mateo, A. Mendiburu, J. Miguel-Alonso. Paralelización con CUDA de un código de dinámica molecular. CEDI 2010, Jornadas de Paralelismo 2010, Valencia, Spain.
  • C. Perez-Miguel, J. Miguel-Alonso, A. Mendiburu. Sistemas HTC sobre resdes P2P. CEDI 2010, Jornadas de Paralelismo 2010, Valencia, Spain.
  • L. Hernando, J. A. Pascual, A. Mendiburu, J. A. Lozano. Estudio preliminar sobre la complejidad de las instancias del TSP bajo el sistema de vecinos 2-opt. CEDI 2010, VII Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB2010), Valencia, Spain.
  • S. Muelas, A. Mendiburu, A. LaTorre and J. M. Peña. On the evaluation of information exchange strategies in dEDAs. CEDI 2010, VII Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB2010), Valencia, Spain.
  • S. Muelas, A. Mendiburu, A. LaTorre and J. M. Peña. Migrating Indivduals and Probabilistic Models on DEDAs: A Comparison on Continuous Functions. Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (AIA'10), ACTA Press, 2010

2009

  • C. Echegoyen, A. Mendiburu, R. Santana, and J. A. Lozano. Analyzing the probability of the optimum in EDAs based on Bayesian networks. In Proceedings of the 2009 Congress on Evolutionary Computation (CEC-2009), Trondheim, Norway. Pp. 1652-1659 (Best student paper award)
  • C. Echegoyen, A. Mendiburu, R. Santana, J.A. Lozano. Estudio de la probabilidad del óptimo en EDAs basados en redes Bayesianas. VI Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB-2009), Málaga, Spain. Pp. 31-38.
  • C. Perez-Miguel, J. Miguel-Alonso and A. Mendiburu. Evaluating the Cell Broadband Engine as a Platform to Run Estimation of Distribution Algorithms. CIGPU-2009 (GECCO 2009 Workshop, Tutorial and Competition on Computational Intelligence on Consumer Games and Graphics Hardware). July 8-12, Montreal (Canada).
  • C. Pérez-Miguel, J. Miguel-Alonso and A. Mendiburu. Porting Estimation of Distribution Algorithms to the Cell Broadband Engine. Workshop on Parallel Architectures and Bioinspired Algorithms (WPABA) in conjunction with PACT 2009. Raleigh, North Carolina. September 12-16, 2009 (Workshop best paper award)
  • C. Perez-Miguel, J. Miguel-Alonso and A. Mendiburu. Evaluation of the Cell Broadband Engine running Continuous Estimation of Distribution Algorithms. XX Jornadas de Paralelismo. 16-18 Septiembre, A Coruña.
  • I. Ibarbia, A. Mendiburu, M. Santos y J.A. Lozano. Uso de técnicas heurísticas para la planificación de campañas oceanográficas. Workshop on Intelligent Metaheuristics for Logistic Planning. CAEPIA-TTIA 2009.
  • C. Echegoyen, A. Mendiburu, R. Santana, J.A. Lozano. A quantitative analysis of estimation of distribution algorithms based on Bayesian networks. Technical Report EHU-KZAA-TR-2-2009. University of the Basque Country, Septiembre 2009. Suplementary data.
  • R. Santana, C. Echegoyen, A. Mendiburu, C. Bielza, J. A. Lozano, P. Larrañaga, R. Armañanzas and S. Shakya. MATEDA: A suite of EDA programs in Matlab. Technical Report EHU-KZAA-IK-2/09. University of the Basque Country, February 2009. MATEDA is available   here.
  • R. Santana, A. Mendiburu, N. Zaitlen, E. Eskin, and J. A. Lozano. On the application of estimation of distribution algorithms to multi-marker tagging SNP selection. Technical Report EHU-KZAA-IK-4/09, Department of Computer Science and Artificial Intelligence, University of the Basque Country, July 2009.

2008

  • R. Santana, A. Mendiburu and J. A. Lozano. An Empirical Analysis of Loopy Belief Propagation in Three Topologies: Grids, Small-World Networks and Random Graphs. Proceedings of the Fourth European Workshop on Probabilistic Graphical Models. Eds. Manfred Jaeger and Thomas D. Nielsen. Pages 249-256, 2008.

2007

  • A. Mendiburu, R. Santana, J. A. Lozano. Introducing Belief Propagation in Estimation of Distribution Algorithms: A Parallel Approach. Technical Report EHU-KAT-IK-11-07. Department of Computer Architecture and Technology, The University of the Basque Country.
  • T. Miquelez, E. Bengoetxea, A. Mendiburu, and P. Larrañaga. Combining Bayesian Classifiers and Estimation of Distribution Algorithms for Optimization in Continuous Domains. Connection Science. 19(4): 297-319.
  • A. Mendiburu, J. Miguel-Alonso, and J. A. Lozano. Implementación paralela del algoritmo Belief Propagation. Actas de las XVIII Jornadas de Paralelismo 2007, pages 635-642. ISBN 978-84-9732-593-6. Zaragoza, Spain.
  • A. Mendiburu, R. Santana, J. A. Lozano, and E. Bengoetxea. A parallel framework for loopy belief propagation. In Workshops Proceedings of the 2007 Genetic and Evolutionary Conference (GECCO-2007), London, UK. ACM Digital Library. Pp. 2843-2850.

2006

  • A. Mendiburu. Parallel Implementation of Estimation of Distribution Algorithms Based on Probabilistic Graphical Models. Application to Chemical Calibration Models. PhD Dissertation. University of the Basque Country.

    A. Mendiburu, J. Miguel-Alonso, J.A. Lozano, Evaluation of Parallel EDAs to Create Chemical Calibration Models, e-science, p. 118, Second IEEE International Conference on e-Science and Grid Computing (e-Science'06), 2006.

    A. Mendiburu, J. Miguel-Alonso, J. A. Lozano, M. Ostra, C. Ubide. Parallel EDAs to create multivariate calibration models for quantitative chemical applications. Journal of Parallel and Distributed Computing. 66(8), 1002-1013

    A. Mendiburu, J. Miguel-Alonso, J. A. Lozano. Implementation and Performance Evaluation of a Parallelization of Estimation of Bayesian Network Algorithms. Parallel Processing Letters. 16(1), 133-148, 2006

2005

  • A. Mendiburu, J. Miguel-Alonso, J. Lozano, M. Ostra, and C. Ubide. Calibración multivariante de reacciones químicas utilizando EDAs paralelos. Actas del IV Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados.881--888, 2005. Granada, Spain.

    A. Mendiburu, J. Lozano, and J. Miguel-Alonso. Parallel Implementation of EDAs based on Probabilistic Graphical Models. IEEE Transactions on Evolutionary Computation. 9 (4): 406-423, 2005

    A. Mendiburu, J. Miguel-Alonso, J. Lozano, M. Ostra, and C. Ubide, Parallel and Multi-objective EDAs to create multivariate calibration models for quantitative chemical applications. Proceedings of the 2005 International Conference on Parallel Processing Workshops. 1st Workshop on Parallel Bioinspired Algorithms. 596-603. Olso, Norway.

2004

  • A. Mendiburu, J. Miguel-Alonso, and J.A. Lozano. Implementation and performance evaluation of a parallelization of estimation of bayesian networks algorithms. Technical Report EHU-KAT-IK-04-04. Department of Computer Architecture and Technology, The University of the Basque Country.

2003

  • A. Mendiburu, J. A. Lozano, and J. Miguel-Alonso. Parallel Estimation of Distribution Algorithms: New Approaches. Technical Report EHU-KAT-IK-1-3. Department of Computer Architecture and Technology, The University of the Basque Country.

2002

  • A. Mendiburu, E. Bengoetxea, J. Miguel-Alonso. Paralelización de algoritmos de estimación de distribuciones. Actas de las XIII Jornadas de Paralelismo, pages 37-41. ISBN: 64-8409-159-7. Lleida, Sept. 2002.

    J.A. Lozano and A. Mendiburu. Estimation of Distribution Algorithms Applied to the Job Shop Scheduling Problem. Estimation of Distribution Algorithms. A new tool for Evolutionary Computation, Larrañaga, P. and Lozano, J.A. (eds.). Kluwer Academic Publishers (2002).

2001

  • P. Larrañaga, E. Bengoetxea, J.A. Lozano, V. Robles, A. Mendiburu and P. Miguel. Searching for the Best Permutation with estimation of Distribution Algorithms. Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence (IJCAI 2001). Workshop on Stochastic Search Algorithms, pages 7-14, Seattle, USA.