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Post-Doctoral Researcher at: TAO Team-INRIA Saclay Université Paris-Sud XI
Quality Manager and Researcher/Programmer at the Evotest European Project
Main Collaborators: Marc Schoenauer (INRIA Saclay) Alvaro Fialho (Microsoft Research) Tanja Voss (Universitat Politecnica de Valencia)
Contact: Phone: (+1)(514)572.61.15 Email: dacosta (dot) le (at) gmail.com
My CV can be found here (PDF, 80 Kb) and more information at linkedin. |
Main Topics of Interest
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* Automatic parameter tuning of evolutionary algorithms;
* Optimization and Search techniques (evolutionary algorithms and other metaheuristics);
* Complex Systems and Agent-Based Simulation
* Machine Learning
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Short Biography |
Born in Montevideo, Uruguay, I have been on the road for most of my life.
In February 1994, I graduated in Computer Science from the Universidad Simon Bolivar, Caracas Venezuela. After that, I started a Master Degree in Computer Science, specialization in Artificial Intelligence, and taught several courses in the CS Departement. I finished my Master's degree in February 1998, after working in the AI Lab for my thesis. I worked in industry as a Software Project Manager at Eurobanco (Caracas) and I was one of the founders and Project Manager at Kynesoft Sistemas.
I moved to Montreal in 2001, and a new interest grew in me for the research world: I started a PhD at the Ecole de Technologie Superieure and graduated in December 2006; in April 2007, I started working with Marc Schoenauer as part of his TAO team in Saclay (south of Paris), France.
I am working on Automatic Parameter Tuning for Evolutionary Algorithms; I am also applying evolutionary computation ideas to solving software engineering problems (specifically, testing), as part of the
EvoTest European Project (of which I am the Quality Manager).
As part of my research, I am also one of the main developers of
GUIDE, a library with a Graphical User Interface that allows non specialists of Evolutionary Computation (EC) to quickly develop their own applications. It is an Open Source project, published
here.
I am currently based in Montreal.
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Publications
Journals and Lecture Notes (in Computer Science and Artificial Intelligence)
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A. Fialho, Da Costa, Luis, M. Schoenauer and M. Sebag 2008. Extreme Value Based Adaptive Operator Selection. In Parallel Problem Solving from Nature PPSN X, volume 5199/2008, pages 175-184. Springer Berlin / Heidelberg, 2008.
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Chion, Clement, Landry, J.A. and Da Costa, Luis E. 2008. A Genetic Programming Based Method for Hyperspectral Data Information Extraction: Agricultural Applications. IEEE Transactions on Geoscience and Remote Sensing Volume 46, Issue 8 (August). Pages: 2446-2457.
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Da Costa, Luis E. Landry, J.A. and Levasseur, Yan 2007. Treating Noisy Data Sets with Relaxed Genetic Programming. In N. Monmarche et al. (Eds.): EA 2007, LNCS 4926, pp. 1-12, 2008. Springer-Verlag Berlin Heidelberg
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Landry, J.A.; Da Costa, Luis E. and Bernier, T. 2006.
Discriminant Feature Selection by
Genetic Programming: Towards a Domain Independent Multi-Class Object Detection System. Journal of Systemics, Cybernetics and Informatics, 3(1).
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Da Costa, Luis E. and Landry, J.A. 2003.
On the Applicability of L-Systems and Iterated
Functions Systems for Grammatical Synthesis of 3D Models. Lecture Notes in Artificial Intelligence 2671: 614-615 2003.
Peer-Reviewed Conferences
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Da Costa, Luis and M. Schoenauer 2009. Bringing Evolutionary Computation to
Industrial Applications with GUIDE. Proceedings of GECCO'09 (Montreal, Canada)
(to appear).
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A. Fialho, Da Costa, Luis, M. Schoenauer and M. Sebag 2009. Dynamic Multi-Armed
Bandits and Extreme Value-based Rewards for Adaptive Operator Selection
in Evolutionary Algorithms. LION'09: Electronic Proceedings of the 3rd Interna-
tional Conference on Learning and Intelligent OptimizatioN (to appear).
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Da Costa, Luis, A. Fialho, M. Schoenauer and M. Sebag 2008. Adaptive Operator se-
lection with dynamic multi-armed bandits. Proceedings of GECCO 2008 (Atlanta,
Georgia, USA), pp. 913{921.
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Da Costa, Luis and M. Schoenauer 2007. GUIDE, a Graphical User Interface for
Evolutionary Algorithms Design. GECCO Workshop on Open-Source Software for
Applied Genetic and Evolutionary Computation (SoftGEC), J. H. Moore (editor)
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Da Costa, Luis E. and Landry, J.A. 2006.
Relaxed Genetic Programming. GECCO 2006. Seattle, WA, USA. July 8th-12th.
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Chion, Clément, Da Costa, Luis E. and Landry, J.A. 2006.
Genetic Programming for
Agricultural Purposes. GECCO 2006. Seattle, WA, USA. July 8th-12th.
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Da Costa, Luis E. and Landry, J.A. 2005.
Generating grammatical plant models with genetic algorithms.
Proceedings of the International Conference on Adaptive and Natural Computing Algorithms.
Coimbra, Portugal. March 21-23. SpringerWien, New York. 230-234.
[pdf]
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Landry, J.A., Da Costa, Luis E. and Bernier T., 2004.
Discriminant Feature Selection by Genetic Programming: Towards a Domain Independent Multi-Class Object Detection System.
SCI 2004 : The 8th World Multiconference on Systemics, Cybernetics and Informatics.
Orlando, Florida, USA. July 18 - 21, 2004.
Best paper award on session Image and Multidimensional Signal Processing V
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Da Costa, Luis E. and Landry, J.A. 2004.
Synthesis of Fractal Models for Plants and Trees: First Results.
Fractal 2004 : Complexity and Fractals in Nature. Vancouver, Canada. April 2004.
[pdf]
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Da Costa, Luis E. and Landry, J.A. 2004.
A Convivial Visualization Environment for LSystems.
Fractal 2004 : Complexity and Fractals in Nature. Vancouver, Canada. April 2004. [pdf]
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Da Costa, Luis E. and Landry, J.A. 2003.
On the Applicability of L-Systems and Iterated Functions Systems for Grammatical Synthesis of 3D Models.
AI'2003, Halifax, Canada. June, 2003. [pdf]
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Others
* My page for the Genetic Programming Bibliography (maintained by Bill Langdon) is here
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I attended the 2005 Complex Systems Summer School of the Santa Fe Institute. Worked with Dalia Terhesiu in a model for studying the diffusion of ideas in a society (presentation here) and I studied the relationship between structural and dynamical complexities in networks.
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My CV can be found here (PDF, 80 Kb), ici aussi (PDF, 80 Kb), or even industrially here (PDF, 48 Kb).
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This web-page is in construction (seriously!!). If you want to consult my old web page, just click here
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Last Updated on July 1st., 2009.
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