research
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research [2022/01/13 14:38] Denis Pallez [Supervising] |
research [2023/06/23 16:30] Denis Pallez [Supervising] |
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| 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 [[http://wang.softcomputing.net/hea1.pdf|hybridization]] of [[Research#evolutionary algorithms|Evolutionary Algorithms]] (EA) in a data mining context. | ||
| - | 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]]. | + | 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 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... | ||
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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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| 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) | * [[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 | ||
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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 | + | * 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 |
| - | 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 (2022/09-2023/09) : EC Hybridization with MCTS | ||
| * 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 | ||
research.txt · Last modified: 2023/08/27 15:39 by Denis Pallez
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