This shows you the differences between two versions of the page.
Both sides previous revision Previous revision Next revision | Previous revision | ||
research [2022/01/13 17:30] Denis Pallez [Projects] |
research [2023/08/27 15:39] (current) Denis Pallez |
||
---|---|---|---|
Line 1: | Line 1: | ||
====== 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]]. |
+ | |||
+ | 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. | ||
Line 13: | Line 14: | ||
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]]. | ||
Line 65: | Line 66: | ||
* 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 | ||
Line 78: | Line 80: | ||
=== 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 |