Research

I am working on hybridization of Evolutionary Algorithms (EA) in a data mining context. Currently, I am co-supervising Romaric Pighetti with Pr. Precioso in the combination of SVM and EA for mining large scale image databases to deal with 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…

Before 2007, I was interested by Computer Aided Design, Collaborative Design and Geometric modelling for manufactured products.

Evolutionary Algorithms

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 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.

A recent overview of EAs by Thomas Bartz-Beielstein, Jurgen Branke, Jorn Mehnen and Olaf Mersmann in 2014.

Here is a list of domains where EA have been applied.

Bibliometry

Most of my scientific production is refered by google_scholar.jpg which give us simple biblio analytics there.

List of Evolutionary Computation Conferences ordered by upcoming deadlines.

Projects

Industrial Collaborations with

I participated to following past projects:

  • National Research Project (PEPS 2014-2015) in collaboration with UMR Espace and IRIT
  • ANR VISIIR (2013-2017)
  • CLIO (Chemogenomics Links in Olfactory Perception), CSI University of Nice Sophia-Antipolis in 2014, Collaboration with ICN
  • BotanIR (Botanic Image Retrieval), CSI University of Nice Sophia-Antipolis in 2013, Collaboration with ICN
  • Regional project COSMOCE (2003-2006)
  • Regional project 2IUF (2000-2003)
  • French Canadian & French Project IFC2F (1997-1999)
  • Regain Project (before 2000)

Scientific Influence

Scientific Valorization

  • Scientific Expert Jeune Entrepise Innovante (JEI) for Ministry of Higher Education and Research since 2012/05 (for French-Riviera and Languedoc-Rousillon administrative regions)

Supervising

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
  • Kamel Slimani (2003-2006) : multi-agency framework for co-design and data exchange

Master Students

  • 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 Amadeus Sophia
  • Romaric Pighetti (2012/03-2012/07) : Hybrid Content Based Image Retrieval combining Multi-objective Interactive Genetic Algorithm and SVM
  • Mihai Suciu (2012/05-2012/10) : Auto-adaptative and multiobjectif evolutionary algorithm for web services composition in collaboration with Technical University of Cluj-Napoca in Romania thanks to international mobility program ECO-NET Egide
  • Florin-Claudiu Pop (2010/10-2010/12 & 2011/06-2011/07) : optimal web services composition in collaboration with Technical University of Cluj-Napoca in Romania thanks to international mobility program ECO-NET Egide
  • Nabil Hammoud (2005) : survey on geomtric design by 2D sketching
  • Liu Jian (2003) : Managing consistency between several geometric models
  • Kinan Samaan (2001) : Towards a framework for cooperative design for 2IUF project

Undergraduate Students

  • Smart Password Generator (3 weeks in June 2013) : Ancelin Arnaud, Aliénor Diaz, Olivier Fauvel-Jaeger, Frédéric Guégan
  • Genetic Invasion (3 weeks in June 2011) : Clément Léger, Côme Bernigaud, Loïc Jean David Arjanen, Romaric Pighetti.
  • Webcam based Low-cost Eye-Tracker