Denis PALLEZ

Associate Professor in Computer Science

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research [2016/07/18 09:38] – [Evolutionary Algorithms] Denis Pallezresearch [2023/06/23 14:43] – [Research] 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. +I am working on [[https://doi.org/10.1007/s11633-022-1317-4|Expensive]] [[Research#evolutionary algorithms|Evolutionary Optimization]].
-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 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.
  
-[[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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 ===== Projects ===== ===== Projects =====
 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)
   * [[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
-  * [[http://www.amadeus.com|Amadeus]] Sophia for flights boarding abnormalities prediction (2013/02-2013/07)+  * [[http://www.amadeus.com|Amadeus Sophia-Antipolis]] for flights boarding abnormalities prediction (2013/02-2013/07)
  
 I participated to following past projects: I participated to following past projects:
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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)
-  * International Conferences reviewer at [[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 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]]
   * Conferences / Workshops organisation   * Conferences / Workshops organisation
      * Co-organiser of the [[https://glc.i3s.unice.fr/actions|Parralel Evolutionary Computation for Data Mining on GPGPU]] workshop in 2011/03      * Co-organiser of the [[https://glc.i3s.unice.fr/actions|Parralel Evolutionary Computation for Data Mining on GPGPU]] workshop in 2011/03
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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-now, Ministry of Higher Education and Research allocation) : Large scale content-based interactive retrieval in multimedia databases+  * 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
   * 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
   * Betty Moreschini (2013/02-2013/07) : Machine Learning with NeuroEvolution for forecasting boarding data in Airline companies in collaboration with [[http://www.amadeus.com|Amadeus]] Sophia   * Betty Moreschini (2013/02-2013/07) : Machine Learning with NeuroEvolution for forecasting boarding data in Airline companies in collaboration with [[http://www.amadeus.com|Amadeus]] Sophia
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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.txt · Last modified: 2024/12/12 08:53 by Denis Pallez