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research [2016/07/18 11:38] Denis Pallez [Evolutionary Algorithms] |
research [2023/06/23 16:43] Denis Pallez [Research] |
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====== Research ====== | ====== Research ====== | ||
- | I am working on [[http://wang.softcomputing.net/hea1.pdf|hybridization]] of [[Research#evolutionary algorithms|Evolutionary Algorithms]] (EA) in a data mining context. | + | I am working on [[https://doi.org/10.1007/s11633-022-1317-4|Expensive]] [[Research#evolutionary algorithms|Evolutionary Optimization]]. |
- | Currently, I am co-supervising Romaric Pighetti with [[http://www.i3s.unice.fr/~precioso|Pr. Precioso]] in the combination of SVM and EA for mining large scale image databases to deal with [[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6496719|Content Based Image Retrieval]]. | + | |
- | I also investigated the use and adaptation of Evolutionary Computation (EC) for considering user preferences via Eye-Tracking technology in Interactive EC, water current prediction in Hydrology, abnormalities detection via NeuroEvolution in flights boarding, and more recently plant mining and flavors/olfactive receptors relationships (QSAR) in Chemistry... | + | I also investigated the use and adaptation of Evolutionary Computation (EC) for considering user preferences via Eye-Tracking technology in Interactive EC, water current prediction in Hydrology, abnormalities detection via NeuroEvolution in flights boarding, Image Signal Processor tuning, and more recently Gene Regulatory Network parametrization by co-supervising Romain Michelucci with [[http://www.i3s.unice.fr/~comet|Pr. Comet]] |
Before 2007, I was interested by Computer Aided Design, Collaborative Design and Geometric modelling for manufactured products. | Before 2007, I was interested by Computer Aided Design, Collaborative Design and Geometric modelling for manufactured products. | ||
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As data mining deals now with [[wp>Big Data]], it is natural to consider EA for optimizing models (neural network, association rules, decision trees or SVM...) produced by a mining or a learning process. They can also be considered for hybridation. | As data mining deals now with [[wp>Big Data]], it is natural to consider EA for optimizing models (neural network, association rules, decision trees or SVM...) produced by a mining or a learning process. They can also be considered for hybridation. | ||
- | [[http://wires.wiley.com/WileyCDA/WiresArticle/wisId-WIDM1124.html|A recent overview of EAs]] by Thomas Bartz-Beielstein, Jurgen Branke, Jorn Mehnen and Olaf Mersmann in 2014. | + | [[https://doi.org/10.1002/widm.1124|A recent overview of EAs]] by Thomas Bartz-Beielstein, Jurgen Branke, Jorn Mehnen and Olaf Mersmann in 2014. |
Here is a [[wp>List_of_genetic_algorithm_applications|list of domains where EA have been applied]]. | Here is a [[wp>List_of_genetic_algorithm_applications|list of domains where EA have been applied]]. | ||
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===== Projects ===== | ===== Projects ===== | ||
Industrial Collaborations with | Industrial Collaborations with | ||
+ | |||
+ | * Huawei R&D Sophia for ISP Tuning (2018/11-2019/10) | ||
+ | * [[https://www.izicap.com|Izicap]] for Data Clustering (2015/03-2015/11) | ||
* [[http://www.full-performance.com|Full Performance]] for web user behaviour modelling and prediction since 2013/09 | * [[http://www.full-performance.com|Full Performance]] for web user behaviour modelling and prediction since 2013/09 | ||
- | * [[http://www.amadeus.com|Amadeus]] Sophia for flights boarding abnormalities prediction (2013/02-2013/07) | + | * [[http://www.amadeus.com|Amadeus Sophia-Antipolis]] for flights boarding abnormalities prediction (2013/02-2013/07) |
I participated to following past projects: | I participated to following past projects: | ||
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* Invitation of [[http://www.design.kyushu-u.ac.jp/~takagi/|Prof. Takagi]] in 2009/03 for one month, an international well-known researcher on Interactive Evolutionary Computation | * Invitation of [[http://www.design.kyushu-u.ac.jp/~takagi/|Prof. Takagi]] in 2009/03 for one month, an international well-known researcher on Interactive Evolutionary Computation | ||
* Member of the associate professor committee in computer science (MCF 27) at University of Lyon (2004-2007) | * Member of the associate professor committee in computer science (MCF 27) at University of Lyon (2004-2007) | ||
- | * International Conferences reviewer at [[http://cec2011.org|IEEE CEC 2011]], [[http://www.wcci2010.org/|WCCI 2010]], [[http://tmce.io.tudelft.nl/?year=2008|TMCE 2008]], [[http://tmce.io.tudelft.nl/?year=2006|TMCE 2006]],[[http://tmce.io.tudelft.nl/?year=2004|TMCE 2004]], [[http://tmce.io.tudelft.nl/?year=2002|TMCE 2002]] | + | * Reviewer for International Journals: [[https://www.journals.elsevier.com/swarm-and-evolutionary-computation/|Swarm & Evolutionary Computation]], [[https://link.springer.com/journal/10710|Genetic Programming & Evolvable Machines]], [[https://www.journals.elsevier.com/pattern-recognition|Pattern Recognition]] |
+ | * Reviewer for International Conférences: [[http://cec2011.org|IEEE CEC 2011]], [[http://www.wcci2010.org/|WCCI 2010]], [[http://tmce.io.tudelft.nl/?year=2008|TMCE 2008]], [[http://tmce.io.tudelft.nl/?year=2006|TMCE 2006]],[[http://tmce.io.tudelft.nl/?year=2004|TMCE 2004]], [[http://tmce.io.tudelft.nl/?year=2002|TMCE 2002]] | ||
* Conferences / Workshops organisation | * Conferences / Workshops organisation | ||
* Co-organiser of the [[https://glc.i3s.unice.fr/actions|Parralel Evolutionary Computation for Data Mining on GPGPU]] workshop in 2011/03 | * Co-organiser of the [[https://glc.i3s.unice.fr/actions|Parralel Evolutionary Computation for Data Mining on GPGPU]] workshop in 2011/03 | ||
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===== Supervising ===== | ===== Supervising ===== | ||
+ | |||
+ | === Post-Doc === | ||
+ | * Geoffrey Portelli (2018/12-2019/11, Industrial Contract) : Multi-Objective Expensive Optimization | ||
=== PhD Students === | === PhD Students === | ||
- | * Romaric Pighetti (2012/12-now, Ministry of Higher Education and Research allocation) : Large scale content-based interactive retrieval in multimedia databases | + | * Romain Michelucci (2021/10/01-??, Ministry of Higher Education and Research allocation) : Identification of Dynamic Parameters for Gene Networks using Bio-inspired computation and Reinforcement Learning |
+ | * Romaric Pighetti (2012/12-2016/11, Ministry of Higher Education and Research allocation) : [[https://hal.archives-ouvertes.fr/tel-01478403|A Hybrid Method for Fine Grained Content Based Image Retrieval]] | ||
* Kamel Slimani (2003-2006) : multi-agency framework for co-design and data exchange | * Kamel Slimani (2003-2006) : multi-agency framework for co-design and data exchange | ||
=== Master Students === | === Master Students === | ||
+ | * Marina Diaz Uzquiano (2022/09-2023/09) : EC Hybridization with MCTS in a biological context | ||
+ | * David Neau (2019/04-2019/08) : Reinforcement Learning for Feature Selection with Monte Carlo Tree Search | ||
+ | * FOTSING SIKADIE Gervais Sertilange (2017/09-2018/02) : Identification of key regulators of pancreatic cancer progression with evolutionary algorithms | ||
* Marco Carta Gullung (2014/03/17-2014/09) : Multimodal Evolutionary Algorithm for Content Based Image Retrieval | * Marco Carta Gullung (2014/03/17-2014/09) : Multimodal Evolutionary Algorithm for Content Based Image Retrieval | ||
* Betty Moreschini (2013/02-2013/07) : Machine Learning with NeuroEvolution for forecasting boarding data in Airline companies in collaboration with [[http://www.amadeus.com|Amadeus]] Sophia | * Betty Moreschini (2013/02-2013/07) : Machine Learning with NeuroEvolution for forecasting boarding data in Airline companies in collaboration with [[http://www.amadeus.com|Amadeus]] Sophia | ||
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=== Undergraduate Students === | === Undergraduate Students === | ||
+ | * Vincent Callegari (3 months in 2023/05) : Cellular GA | ||
* Smart Password Generator (3 weeks in June 2013) : Ancelin Arnaud, Aliénor Diaz, Olivier Fauvel-Jaeger, Frédéric Guégan | * Smart Password Generator (3 weeks in June 2013) : Ancelin Arnaud, Aliénor Diaz, Olivier Fauvel-Jaeger, Frédéric Guégan | ||
* [[http://projects.haxx.es/p/genetic-invasion/#!|Genetic Invasion]] (3 weeks in June 2011) : Clément Léger, Côme Bernigaud, Loïc Jean David Arjanen, Romaric Pighetti. | * [[http://projects.haxx.es/p/genetic-invasion/#!|Genetic Invasion]] (3 weeks in June 2011) : Clément Léger, Côme Bernigaud, Loïc Jean David Arjanen, Romaric Pighetti. | ||
* Webcam based Low-cost Eye-Tracker | * Webcam based Low-cost Eye-Tracker |