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research [2018/06/30 19:50]
Denis Pallez [Projects]
research [2023/08/27 15:39] (current)
Denis Pallez
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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 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 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|PrComet]] ​
  
 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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 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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   * 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)
-  * 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]]+  * 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]]   * 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
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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/​12-2016/​11,​ Ministry of Higher Education and Research allocation) : A Hybrid Method for Fine Grained Content Based Image Retrieval+  ​* 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   * 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
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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.1530381032.txt.gz · Last modified: 2018/06/30 19:50 by Denis Pallez