User Tools

Site Tools


research

Differences

This shows you the differences between two versions of the page.

Link to this comparison view

Both sides previous revision Previous revision
Next revision
Previous revision
research [2015/09/09 11:39]
Denis Pallez
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 [[wp>​Evolutionary Algorithm|Evolutionary Algorithms]] (EA) in a data mining context. +{{VIDEO_PALLEZ_DS4H_low.mp4|My research domain}}
-[[wp>​Evolutionary_Algorithm|EA]] are nature inspired and stochastic algorithms that mimic Darwin theory for problem optimization. +
-As data mining deals now with [[wkp>​Big Data|Big Data]], it is natural to consider EA for optimizing models ([[wkp>​Artificial neural network|neural nets]], [[wkp>​Association rule learning|association rules]], [[wkp>​Decision tree|decision trees]], [[wkp>​Support vector machine|SVM]]...) produced by data mining algorithms used for classification,​ clustering, prediction and so on. +
-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. ​
 ===== Evolutionary Algorithms ===== ===== Evolutionary Algorithms =====
-Overview ​of EA by [[http://opus.bsz-bw.de/fhk/volltexte/​2015/​77/​pdf/​bart15jcos.pdf|Thomas Bartz-Beielstein,​ Jurgen Branke, Jorn Mehnen and Olaf Mersmann]].+{{ea.png?​450 }} 
 +[[wp>​Evolutionary_Algorithm|Evolutionary Algorithms (EA)]] are nature inspired and stochastic algorithms that mimic Darwin theory for problem optimization. 
 +The particularity ​of EA is its capacity to deal with multi-objectives (i.e. maximizing profits while minimizing costs), multi-modality (several best solutions) as the algorithm considers a population of solutions, discrete or continous optimization,​ dynamic optimization and many others fundamental problems... 
 +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. 
 + 
 +[[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 21: Line 25:
 ===== 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:
Line 40: Line 47:
   * 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
Line 49: Line 57:
  
 ===== 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
Line 65: 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
research.1441791559.txt.gz · Last modified: 2015/09/09 11:39 by Denis Pallez