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Research
activities
- Estimation of Distribution Algorithms
- High Performance Computing
Publications
2009
-
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,
Department of Computer Science and Artificial Intelligence,
University of the Basque Country, February 2009. MATEDA code is
available
here.
- 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), Norway, 2009. IEEE Press.
Accepted for publication.
- C. Echegoyen, A. Mendiburu, R. Santana, and J. A.
Lozano. Estudio de la probabilidad del optimo en EDAs basados en
redes Bayesianas. In Proceedings of the VI Congreso Español sobre
Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB-2009),
Malaga, Spain, 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), Companion Material. London,
UK. ACM Digital Library. Pp. 2843-2850.
2006
-
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
algorítmos 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.
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