research
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research [2022/04/27 15:52] Denis Pallez [Evolutionary Algorithms] |
research [2024/12/12 09:53] (current) Denis Pallez [Scientific Influence] |
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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. | + | {{VIDEO_PALLEZ_DS4H_low.mp4|My research domain}} |
| - | Currently, I am co-supervising Romain Michelucci with [[http://www.i3s.unice.fr/~comet|Pr. Comet]] | + | |
| - | 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 am working on [[https://doi.org/10.1007/s11633-022-1317-4|Expensive]] [[Research#evolutionary algorithms|Evolutionary Computation]]. |
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| + | 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. | ||
| - | [[https://doi.org/10.1016/j.swevo.2021.100973|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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| List of [[http://www.macs.hw.ac.uk/~ml355/conference.htm|Evolutionary Computation Conferences]] ordered by upcoming deadlines. | List of [[http://www.macs.hw.ac.uk/~ml355/conference.htm|Evolutionary Computation Conferences]] ordered by upcoming deadlines. | ||
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| + | [[https://ryojitanabe.github.io/ecconf|Statistics of acceptation rates]] of best EC conferences | ||
| ===== Projects ===== | ===== Projects ===== | ||
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| * Regain Project (before 2000) | * Regain Project (before 2000) | ||
| ===== Scientific Influence ===== | ===== Scientific Influence ===== | ||
| + | * Member of the [[https://www.csi-ins2i.cnrs.fr/content/membres|Scientific Advisory Board]] of the INS2I institute of the National Research Center (CNRS) (2024-2028) | ||
| * Scientific committee member of a multidisciplinary research group on Olfaction and Flavors [[https://gdro3.wordpress.com/|GDR O3]] | * Scientific committee member of a multidisciplinary research group on Olfaction and Flavors [[https://gdro3.wordpress.com/|GDR O3]] | ||
| * PhD thesis examination committee of Anthony Subasic (2013/09/24) at University of Reims : [[http://www.theses.fr/s86195|Proposal of a methodology for the integration of trade user knowledge in the HCI of information retrieval applications]] | * PhD thesis examination committee of Anthony Subasic (2013/09/24) at University of Reims : [[http://www.theses.fr/s86195|Proposal of a methodology for the integration of trade user knowledge in the HCI of information retrieval applications]] | ||
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| === PhD Students === | === PhD Students === | ||
| - | * 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 | + | * Guillaume Grataloup (2023/10, ??), Ministry of Higher Education and Research allocation : Constrained optimization in thresolds identification of Gene Regulatory Networks (GRN). |
| + | * Romain Michelucci (2021/10/01-2024/12, 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]] | * 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 | * 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 | * FOTSING SIKADIE Gervais Sertilange (2017/09-2018/02) : Identification of key regulators of pancreatic cancer progression with evolutionary algorithms | ||
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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 | ||
research.1651067569.txt.gz · Last modified: 2022/04/27 15:52 by Denis Pallez
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