Difference between revisions of "Michèle Sebag"
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a French mathematician and computer scientist, head of [https://en.wikipedia.org/wiki/Laboratory_for_Computer_Science_(University_of_Paris-Sud) Laboratoire de Recherche en Informatique, LRI], [https://en.wikipedia.org/wiki/French_National_Centre_for_Scientific_Research French National Centre for Scientific Research, CNRS], [[University of Paris#11|Paris-Sud 11 University]], | a French mathematician and computer scientist, head of [https://en.wikipedia.org/wiki/Laboratory_for_Computer_Science_(University_of_Paris-Sud) Laboratoire de Recherche en Informatique, LRI], [https://en.wikipedia.org/wiki/French_National_Centre_for_Scientific_Research French National Centre for Scientific Research, CNRS], [[University of Paris#11|Paris-Sud 11 University]], | ||
and along with [[Marc Schoenauer]] head the ''TAO Project Team'' <ref>[https://tao.lri.fr/tiki-index.php?page=People TikiWiki | People]</ref>, [https://en.wikipedia.org/wiki/National_Institute_for_Research_in_Computer_Science_and_Control National Institute for Research in Computer Science and Control, INRIA], [https://en.wikipedia.org/wiki/Saclay Saclay], [https://en.wikipedia.org/wiki/%C3%8Ele-de-France_%28region%29 Île-de-France]. | and along with [[Marc Schoenauer]] head the ''TAO Project Team'' <ref>[https://tao.lri.fr/tiki-index.php?page=People TikiWiki | People]</ref>, [https://en.wikipedia.org/wiki/National_Institute_for_Research_in_Computer_Science_and_Control National Institute for Research in Computer Science and Control, INRIA], [https://en.wikipedia.org/wiki/Saclay Saclay], [https://en.wikipedia.org/wiki/%C3%8Ele-de-France_%28region%29 Île-de-France]. | ||
| − | Her research interests include the broad range of [[Artificial Intelligence|artificial intelligence]], [[Learning|machine learning]], [[Knowledge|knowledge discovery]], [https://en.wikipedia.org/wiki/ | + | Her research interests include the broad range of [[Artificial Intelligence|artificial intelligence]], [[Learning|machine learning]], [[Knowledge|knowledge discovery]], [https://en.wikipedia.org/wiki/Mathematical_optimization optimization] and [[Genetic Programming|genetic programming]] <ref>[http://www.cs.bham.ac.uk/~wbl/biblio/gp-html/MicheleSebag.html Genetic Programming Bibliography entries] for [[Michèle Sebag]]</ref>. |
=Selected Publications= | =Selected Publications= | ||
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==2010 ...== | ==2010 ...== | ||
* [[Romaric Gaudel]], [[Michèle Sebag]] ('''2010'''). ''Feature Selection as a one-player game''. [http://www.icml2010.org/ ICML 2010], [http://www.icml2010.org/papers/247.pdf pdf] | * [[Romaric Gaudel]], [[Michèle Sebag]] ('''2010'''). ''Feature Selection as a one-player game''. [http://www.icml2010.org/ ICML 2010], [http://www.icml2010.org/papers/247.pdf pdf] | ||
| − | * [[Ilya Loshchilov]], [[Marc Schoenauer]], [[Michèle Sebag]] ('''2010'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-17298-4_24 Dominance-Based Pareto-Surrogate for Multi-Objective Optimization]''. [https://dblp.org/db/conf/seal/seal2010.html SEAL 2010], [https://hal.inria.fr/inria-00522653/document pdf] | + | * [[Ilya Loshchilov]], [[Marc Schoenauer]], [[Michèle Sebag]] ('''2010'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-17298-4_24 Dominance-Based Pareto-Surrogate for Multi-Objective Optimization]''. [https://dblp.org/db/conf/seal/seal2010.html SEAL 2010], [https://hal.inria.fr/inria-00522653/document pdf] <ref>[https://en.wikipedia.org/wiki/Multi-objective_optimization Multi-objective optimization from Wikipedia]</ref> |
* [[Ilya Loshchilov]], [[Marc Schoenauer]], [[Michèle Sebag]] ('''2010'''). ''A mono surrogate for multiobjective optimization''. [https://dblp.org/db/conf/gecco/gecco2010.html GECCO 2010], [https://hal.inria.fr/inria-00483948/document pdf] | * [[Ilya Loshchilov]], [[Marc Schoenauer]], [[Michèle Sebag]] ('''2010'''). ''A mono surrogate for multiobjective optimization''. [https://dblp.org/db/conf/gecco/gecco2010.html GECCO 2010], [https://hal.inria.fr/inria-00483948/document pdf] | ||
* [[Ilya Loshchilov]], [[Marc Schoenauer]], [[Michèle Sebag]] ('''2011'''). ''Adaptive coordinate descent.'' [https://dblp.org/db/conf/gecco/gecco2011.html GECCO 2011], [http://www.loshchilov.com/publications/GECCO2011_AdaptiveCoordinateDescent.pdf pdf] <ref>[https://en.wikipedia.org/wiki/Adaptive_coordinate_descent Adaptive coordinate descent from Wikipedia]</ref> | * [[Ilya Loshchilov]], [[Marc Schoenauer]], [[Michèle Sebag]] ('''2011'''). ''Adaptive coordinate descent.'' [https://dblp.org/db/conf/gecco/gecco2011.html GECCO 2011], [http://www.loshchilov.com/publications/GECCO2011_AdaptiveCoordinateDescent.pdf pdf] <ref>[https://en.wikipedia.org/wiki/Adaptive_coordinate_descent Adaptive coordinate descent from Wikipedia]</ref> | ||
Latest revision as of 10:37, 13 September 2019
Michèle Sebag [1]
Michèle Sebag,
a French mathematician and computer scientist, head of Laboratoire de Recherche en Informatique, LRI, French National Centre for Scientific Research, CNRS, Paris-Sud 11 University,
and along with Marc Schoenauer head the TAO Project Team [2], National Institute for Research in Computer Science and Control, INRIA, Saclay, Île-de-France.
Her research interests include the broad range of artificial intelligence, machine learning, knowledge discovery, optimization and genetic programming [3].
Contents
Selected Publications
1990 ...
- Michèle Sebag (1990). A symbolic-numerical approach for supervised learning from examples and rules. Ph.D. thesis, Paris Dauphine University
- Marc Schoenauer, Michèle Sebag (1990). Incremental Learning of Rules and Meta-rules. ML 1990
- Michèle Sebag, Marc Schoenauer (1992). Learning to Control Inconsistent Knowledge. ECAI 1992
- Michèle Sebag (1997). Stochastic Heuristics for Machine Learning & Machine Learning for Stochastic Optimization. Habilitation, Paris-Sud 11 University
2000 ...
- Céline Rouveirol, Michèle Sebag (eds.) (2001). Inductive Logic Programming - 11th International Conference, ILP 2001 Strasbourg, France, September 9–11, 2001 Proceedings. Lecture Notes in Computer Science, Vol. 2157, Springer
- Jérôme Maloberti, Michèle Sebag (2001). θ-Subsumption in a Constraint Satisfaction Perspective. ILP 2001
2005 ...
- Sylvain Gelly, Nicolas Bredèche, Michèle Sebag (2005). From Factorial and Hierarchical HMM to Bayesian Network : A Representation Change Algorithm. Proceedings of the Symposium on Abstraction, Reformulation and Approximation 2005, p107-120 (SARA 2005). Lecture Notes in Computer Science, Vol. 3607
- Marc Schoenauer, Michèle Sebag (2006). Using Domain Knowledge in Evolutionary System Identification. arXiv:cs/0602021
2010 ...
- Romaric Gaudel, Michèle Sebag (2010). Feature Selection as a one-player game. ICML 2010, pdf
- Ilya Loshchilov, Marc Schoenauer, Michèle Sebag (2010). Dominance-Based Pareto-Surrogate for Multi-Objective Optimization. SEAL 2010, pdf [7]
- Ilya Loshchilov, Marc Schoenauer, Michèle Sebag (2010). A mono surrogate for multiobjective optimization. GECCO 2010, pdf
- Ilya Loshchilov, Marc Schoenauer, Michèle Sebag (2011). Adaptive coordinate descent. GECCO 2011, pdf [8]
- Sylvain Gelly, Marc Schoenauer, Michèle Sebag, Olivier Teytaud, Levente Kocsis, David Silver, Csaba Szepesvári (2012). The Grand Challenge of Computer Go: Monte Carlo Tree Search and Extensions. Communications of the ACM, Vol. 55, No. 3, pdf preprint
- Ilya Loshchilov, Marc Schoenauer, Michèle Sebag (2012). Self-Adaptive Surrogate-Assisted Covariance Matrix Adaptation Evolution Strategy. arXiv:1204.2356 [9]
- Ilya Loshchilov, Marc Schoenauer, Michèle Sebag (2012). Alternative Restart Strategies for CMA-ES. arXiv:1207.0206
- Thomas Philip Runarsson, Marc Schoenauer, Michèle Sebag (2012). Pilot, Rollout and Monte Carlo Tree Search Methods for Job Shop Scheduling. arXiv:1210.0374
- Ilya Loshchilov, Marc Schoenauer, Michèle Sebag (2013). KL-based Control of the Learning Schedule for Surrogate Black-Box Optimization. arXiv:1308.2655
2015 ...
- Olivier Bousquet, Sylvain Gelly, Karol Kurach, Marc Schoenauer, Michèle Sebag, Olivier Teytaud, Damien Vincent (2017). Toward Optimal Run Racing: Application to Deep Learning Calibration. arXiv:1706.03199
- Alice Schoenauer-Sebag, Marc Schoenauer, Michèle Sebag (2017). Stochastic Gradient Descent: Going As Fast As Possible But Not Faster. arXiv:1709.01427
- Herilalaina Rakotoarison, Marc Schoenauer, Michèle Sebag (2019). Automated Machine Learning with Monte-Carlo Tree Search. arXiv:1906.00170
External Links
- Home page of Michele Sebag
- Michèle Sebag - University of Paris-Sud 11 - videolectures.net
- Michèle Sebag - Algorithm Selection and Configuration with Monte-Carlo Tree Search, WiDS Zürich 2019: Keynote, slides as pdf, YouTube Video
References
- ↑ Home page of Michele Sebag
- ↑ TikiWiki | People
- ↑ Genetic Programming Bibliography entries for Michèle Sebag
- ↑ Publications Sebag, M.: TikiWiki
- ↑ dblp: Michèle Sebag
- ↑ Michèle Sebag - Google Scholar Citations
- ↑ Multi-objective optimization from Wikipedia
- ↑ Adaptive coordinate descent from Wikipedia
- ↑ CMA-ES from Wikipedia
