Antoine Cornuéjols / Students

Past and current PhD students :

Current PhD. students

• Joseph Allyndree, co-supervised with Christine Martin and Aurélien Madouasse, Meta-programme WAIT4/Pace-Cow (2023-2026). Développement de méthodes de caractérisation du comportement et des interactions sociales des bovins pour l'évaluation de la santé et du bien-être dans le cadre de la transition agro-écologique.


• Aurélien Renault, co-supervised with Alexis Bondu, Orange CIFRE Funding (2023-2026). Machine Learning : prise de décision précoce en environnement non-stationnaire.


• Bastien Mollet, co-supervised with Evelyne Lutton and Alberto Tonda, ANR project "AMN" (2022-2025). Modèles d'apprentissage automatique et traduction sous forme de réseaux métaboliques.


• Antoine Saget, co-supervised with Pierre Gançarski, ANR project "Herelles" (2021-2024). Apprentissage collaboratif multi-paradigmes. Application à la détection d'évolutions en imagerie satellitaire.

Past PhD. students

1. Pierre Nodet, co-supervised with Alexis Bondu and Vincent Lemaire, Orange CIFRE Funding (2020-12/04/2023). Weakly supervised learning for fraud detection.
   PhD defense on the 12th of April, 2023.
   Jury: Albert Bifet (reader), Alexis Bondu (co-adviser), Antoine Cornuéjols (co-adviser), Alexandre Gramfort (examiner), Pascale Kuntz (reader), Vincent Lemaire (co-adviser), Mathilde Mougeot (examiner), Charlotte Pelletier (examiner).


2. Julie Loisel, co-supervised with Steven Duret and Onrawee Laguerre, Regional DIM grant (01/01/2020 - 04/04/2023). Etude expérimentale et numérique pour l'identification et la classification des ruptures dans la chaîne du froid.
   PhD defense on the 4th of April, 2023.
   Jury: Philippe Bohuon (reader), Jocelyn Bonjour (president), Antoine Cornuéjols (co-advisor), Ahlame Douzal (examiner), Olivier Duchesne de la Motte (invited), Thomas Guyet (reader), Steven Duret (co-adviser), Onrawee Laguerre (co-adviser).


3. Jules Vandeputte, co-supervised with Nicolas Darcel and Christine Martin, Project ANR " SHIFT " (01/01/2020-03/04/2023). Développement d'un système de recommandation en situation de prise de décision répétée. Application à l'amélioration des habitudes de consommation alimentaire.
   PhD defense on the 3rd of April, 2023.
   Jury: Armelle Brun (reader), Antoine Cornuéjols (co-adviser), Nicolas Darcel (co-adviser), Benoît Girard (president), Chantal Julia (reader), Christine Martin (co-adviser), Jérémie Mary (examiner), Sabrina Teyssier (examiner).


4. Youssef Achenchabe, co-supervised with Alexis Bondu, Orange CIFRE Funding (01/11/2019-25/11/2022). Détection précoce de classes d'évènements sur flux de données.
   PhD defense on the 25th of November, 2022.
   Jury: Tony Bagnall (reader), Albert Bifet (examiner), Alexis Bondu (co-adviser), Antoine Cornuéjols (co-adviser), Éric Gaussier (examiner), Vincent Lemaire (co-adviser), Usue Mori (examiner), Romain Tavenard (president).


5. 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-adviser), Jean-Louis Dessalles (co-adviser), 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.
   Now Post-doc at Aalto University, Helsinki, Finland.


6. 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-adviser), Antoine Cornuéjols (co-adviser), 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.


7. 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-adviser), Jalal Fadili (reader), Isabelle Guyon (examiner), Corine Lorenzo (examiner), Cristina Manfredotti (co-adviser), Nadine Peyrieras (co-adviser).
   Now Digital Marketing Specialist at Kinna Technology, France.


8. 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-adviser), Jean-Charles Lamirel (examiner), Vincent Lemaire (co-adviser), Chantal Reynaud (examiner), Gilbert Saporta (reader), Christel Vrain (reader).
   Now Research Engineer at Orange Labs, France.


9. 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-adviser), Antoine Cornuéjols (co-adviser), François Yvon (president), Pascale Kuntz (reader).
   Now Associate Professor at ISEP, France.


10. 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-adviser), Joao Gama (reader), Vincent Lemaire (reader), Michèle Sebag (examiner), Philippe Tarroux (Co-adviser).
    Now Research Engineer at Amazon, USA.


11. 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 (adviser), Alain Denise (president), Céline Rouveirol (reader), Jean-Marc Vézien (examiner).
    Now: Associate Professor at AgroParisTech, France.


12. 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.


13. 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-adviser), Luc de Raedt (reader), François Laviolette (reader), Michèle Sebag (co-adviser), François Yvon (examiner).
    Past: Associate Professor at Lille 3 University, France. Now: Assistant Professor at ENSAI (Rennes).


14. 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.


15. 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.


16. 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-adviser), Christine Froidevaux (presidente), Michèle Sebag (co-adviser), Marc Seban (reader), Jean-Daniel Zucker (examiner).
    Past: Associate Professor at Lille 3 University, France. Now: Senior Research staff chez Criteo.


17. 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.