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research [2022/01/13 14:40] Denis Pallez [Research] |
research [2023/06/23 16:30] Denis Pallez [Supervising] |
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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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* 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 |