Antoine Cornuéjols / Research


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Focus of interest

The LINK team
Call for Papers
Invited talks
PhD students
Training periods

My research is organized around two directions.

  1. The study of the fundamentals of learning.
  2. The search for methods and solutions to real-world problems.

Slides of invited talks :

(Remark : these slides are often in French).


Past and current PhD students :

Current PhD. students

Past PhD. students

  1. Pierre-Alexandre MURENA , co-supervised with Jean-Louis Dessalles, Mines-Telecom grant (2016-2019). Transfer learning and concept drift. A new approach based on differential geometry and complexity theory.
    PhD defense on the 14th of December, 2018.
    Jury: Florence d'Alché Buc (president), Shai Ben-David (reader), Antoine Cornuéjols (co-advisor), Jean-Louis Dessalles (co-advisor), Amaury Habrard (reader), Jean Lieber (examiner), Laurent Orseau (examiner), Gilles Richard (examiner).
    2ème Prix de la meilleure thèse 2019 décernée par l'Institut Mines-Telecom le 27 mars 2019.

  2. Asma DACHRAOUI, co-supervised with Alexis Bondu, EDF CIFRE funding (2012 - 2017). Early classification of time series
    PhD defense on the 31st of January, 2017.
    Jury: Alexis Bondu (co-advisor), Antoine Cornuéjols (co-advisor), Allame Douzal (examiner), Thomas Guyet (examiner), Jean-Christophe Janodet (examiner), Jian Pei (Fraser University, Canada. reader), Gilles Stoltz (reader).
    Now Research Engineer at Yélé, France.

  3. Mathieu BOUYRIE, co-supervised with Nadine Peyrieras, with participation of Cristina Manfredotti, IDEX Saclay funding (2012 - 2016). On denoising methods for the analysis of sequences of 3D images of embryogenesis.
    PhD defense on the 29th of November, 2016.
    Jury: Jamal Atif (examiner), Thomas Boudier (reader), Antoine Cornuéjols (co-advisor), Jalal Fadili (reader), Isabelle Guyon (examiner), Corine Lorenzo (examiner), Cristina Manfredotti (co-advisor), Nadine Peyrieras (co-advisor).
    Now Digital Marketing Specialist at Kinna Technology, France.

  4. Oumaima ALLAOUI ISMAILI, co-supervised with Vincent Lemaire, Orange CIFRE funding (2013 - 2016). Unsupervised learning under supervised constraints
    PhD defense on the 10th of November, 2016.
    Jury: Younès Bennani (president), Gilles Bisson (examiner), Antoine Cornuéjols (co-advisor), Jean-Charles Lamirel (examiner), Vincent Lemaire (co-advisor), Chantal Reynaud (examiner), Gilbert Saporta (reader), Christel Vrain (reader).
    Now Research Engineer at Orange Labs, France.

  5. Jérémie SUBLIME, co-supervised with Younès Bennani, ANR funding (2013 - 2016). Contributions to collaborative clustering and its potential applications on very high resolution satellite images
    PhD defense on the 9th of November, 2016.
    Jury: Michael Aupetit (reader), Younès Bennani (co-advisor), Antoine Cornuéjols (co-advisor), François Yvon (president), Pascale Kuntz (reader).
    Now Associate Professor at ISEP, France.

  6. Ghazal JABER, co-supervised with Philippe Tarroux, MESR funding, (2010 - 2013). Adaptive and anticipative on-line learning in non stationary environments
    PhD defense on the 18th of October, 2013.
    Jury: Younès Bennani (examiner), Antoine Cornuéjols (co-advisor), Joao Gama (reader), Vincent Lemaire (reader), Michèle Sebag (examiner), Philippe Tarroux (Co-advisor).
    Now Research Engineer at Amazon, USA.

  7. Christine MARTIN, BDI funding, (2005 - 2008). Learning techniques for the protein docking problem
    PhD defense on the 5th of December, 2008.
    Jury: Paul Bourgine (examiner), Frédéric Cazals (reader), Antoine Cornuéjols (advisor), Alain Denise (president), Céline Rouveirol (reader), Jean-Marc Vézien (examiner).
    Now: Associate Professor at AgroParisTech, France.

  8. Lou FEDON, MESR funding, (2006 - 2008, unfinished) Role of the memory and of the computation limits in sequencing effects encountered in On-line learning.
    Past: Research Engineer at RunMyProcess, France. Now: Head of engineering at LumApps, France.

  9. Romaric GAUDEL, co-supervised with Michèle Sebag, Ecole Normale Supérieure funding, (2006 - 2010). Attribute selection and Phase Transitions in Inductive Logic Programing
    PhD defense on the 14th of December, 2010.
    Jury: Stéphan Clémençon (examiner), Antoine Cornuéjols (co-advisor), Luc de Raedt (reader), François Laviolette (reader), Michèle Sebag (co-advisor), François Yvon (examiner).
    Past: Associate Professor at Lille 3 University, France. Now: Assistant Professor at ENSAI (Rennes).

  10. Arpad RIMMEL, co-supervised with Michèle Sebag, MESR funding (2006 - 2009). Improvements and Evaluation of the Monte-Carlo Tree Search Algorithm.
    PhD defense on the 15th of December, 2009.
    Now Associate Professor at Centrale-Supelec, France.

  11. Raymond ROS , co-supervised with Michèle Sebag, MESR funding (2005 - 2008). Real-parameter Black-Box Optimisation and Designing Algorithms.
    PhD defense on the 21st of December, 2009.
    Now Research Engineer at INRIA, France.

  12. Jérémie MARY , co-supervised with Michèle Sebag, MESR funding (2002 - 2005). Etude de l'apprentissage actif. Application à la robotique.
    PhD defense on the 12th of December, 2005.
    Jury: Olivier Bousquet (examiner), Stéphane Canu (reader), Antoine Cornuéjols (co-advisor), Christine Froidevaux (presidente), Michèle Sebag (co-advisor), Marc Seban (reader), Jean-Daniel Zucker (examiner).
    Past: Associate Professor at Lille 3 University, France. Now: Senior Research staff chez Criteo.

  13. Jacques ALES-BIANCHETTI , co-supervised with Yves Kodratoff, MESR funding (1997 - 2000). Le raisonnement par analogie, une unification des modeles cognitifs et des theories de l'induction pour l'etude du raisonnement par analogie.
    PhD defense in 2000. Co-directed with Yves Kodratoff.


Sujets de stages proposés pour 2015-2016 :

(Remarque : vous pouvez également me proposer des sujets si vous pensez qu'ils s'intègrent dans les thématiques de recherche présentées).


Sujets de stages passés :

(Exemples de sujets proposés les années passées).