Peer-reviewed journal articles indexed in international databases

  1. Xiyan He, Pierre Beauseroy, Andre Smolarz,
    Dynamic feature subspaces selection for decision in a non-stationary environment.
    International Journal of Pattern Recognition and Artificial Intelligence 29(06), 24.
    worldscientific, 2015.
  2. Xiyan He, Gilles Mourot, Didier Maquin, José Ragot, Pierre Beauseroy, André Smolarz, Édith Grall-Maes,
    Multi-task learning with one-class SVM.
    Neurocomputing 133, 416–426.
    2014.
  3. Xiyan He, Pierre Beauseroy, André Smolarz,
    Nearest Neighbour Ensembles in Lasso Feature Subspaces.
    IET Computer Vision 4(4), 306–319.
    2010.

Unindexed peer-reviewed journal articles

  1. Pierre Beauseroy, André Smolarz, Xiyan He,
    Sélection aléatoire d'espaces de représentation pour la décision binaire en environnement non-stationnaire : application à la segmentation d'images texturées.
    Revue des Nouvelles Technologies de l'Information -1, 87–105.
    2008.

Proceedings articles indexed in international databases

  1. Xiyan He, Gilles Mourot, Didier Maquin, Jose Ragot, Pierre Beauseroy, André Smolarz, Édith Grall-Maes,
    One-Class SVM in Multi-Task Learning.
    ESREL, TROYES, September 2011, 8.
    Taylor&Francis, 2011.
  2. Xiyan He, Pierre Beauseroy, André Smolarz,
    Feature Subspaces Selection via One-Class SVM: Application to Textured Image Segmentation..
    International Conference on Image Processing Theory, Tools and Applications - IPTA'10, PARIS, July 2010, 5.
    2010.
  3. Pierre Beauseroy, André Smolarz, Yuan Dong, Xiyan He,
    Dynamic Decision Method Based on Contextual Selection of Representation Subspaces.
    ICMLA, Washington, December 2010, 6.
    2010.
  4. Xiyan He, Pierre Beauseroy, André Smolarz,
    Random feature subset selection in a nonstationary environment : Application to textured image segmentation.
    IEEE ICIP, San Diego, Octobre 2008, 6.
    2008.
  5. Xiyan He, Pierre Beauseroy, André Smolarz,
    Nearest neighbor ensembles in lasso feature subspaces.
    5th Int. Conf. on Visual Information Engineering, Xi'an, Juillet 2008, 6.
    2008.

Unindexed proceedings articles

  1. Xiyan He, Gilles Mourot, Didier Maquin, José Ragot, Pierre Beauseroy, Édith Grall-Maes, André Smolarz,
    One-Class SVM in Multi-Task Learning.
    3SGS'11, Valenciennes, Octobre 2011, 2.
    2011.
  2. Pierre Beauseroy, André Smolarz, Xiyan He,
    Décisions en environnement non stationnaire par méthodes d'ensembles via One-class SVM - application à la segmentation d'images texturées..
    42èmes Journées de Statistique, Marseille, Mai 2010, 6.
    2010.

Scientific books (or chapters)

  1. Xiyan He, Gilles Mourot, Didier Maquin, José Ragot, Pierre Beauseroy, André Smolarz, Édith Grall-Maes,
    Multitask Learning for the Diagnosis of Machine Fleet.
    Supervision and Safety of Complex Systems, 115–140.
    ISTE Ltd and John Wiley Sons Inc, 2013.
  2. Xiyan He, Gilles Mourot, Didier Maquin, José Ragot, Pierre Beauseroy, André Smolarz, Édith Grall-Maes,
    Apprentissage multi-taches pour le diagnostic d'un parc de machines.
    Supervision, surveillance et sûreté de fonctionnement des grands systèmes, 155–180.
    Hermes, Paris, 2012.