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SIERRA - 2011
SIERRA - 2011


Project Team Sierra


Members
Overall Objectives
Scientific Foundations
Application Domains
Software
New Results
Partnerships and Cooperations
Dissemination
Bibliography


Project Team Sierra


Members
Overall Objectives
Scientific Foundations
Application Domains
Software
New Results
Partnerships and Cooperations
Dissemination
Bibliography




Bibliography

Publications of the year

Doctoral Dissertations and Habilitation Theses

  • 1R. Jenatton.

    Normes Parcimonieuses Structurées: Propriétés Statistiques et Algorithmiques avec Applications à l'Imagerie Cérébrale, Ecole Normale Supérieure de Cachan, 2011.

Articles in International Peer-Reviewed Journal

  • 2F. Bach, R. Jenatton, J. Mairal, G. Obozinski.

    Optimization with Sparsity-Inducing Penalties, in: Foundations and Trends in Machine Learning, 2011.

    http://hal.inria.fr/hal-00613125/en
  • 3R. Jenatton, J.-Y. Audibert, F. Bach.

    Structured Variable Selection with Sparsity-Inducing Norms, in: Journal of Machine Learning Research, 2011, vol. 12, p. 2777-2824.

    http://hal.inria.fr/inria-00377732/en
  • 4R. Jenatton, J. Mairal, G. Obozinski, F. Bach.

    Proximal Methods for Hierarchical Sparse Coding, in: Journal of Machine Learning Research, July 2011, no 12, p. 2297-2334.

    http://hal.inria.fr/inria-00516723/en
  • 5J. Mairal, R. Jenatton, G. Obozinski, F. Bach.

    Convex and Network Flow Optimization for Structured Sparsity, in: Journal of Machine Learning Research, September 2011, vol. 12, p. 2681–2720.

    http://hal.inria.fr/inria-00584817/en
  • 6A.-M. Tousch, S. Herbin, J.-Y. Audibert.

    Semantic hierarchies for image annotation: A survey, in: Pattern Recognition, 2011, vol. 45, no 1, p. Pages 333-345, 13 pages. [ DOI : 10.1016/j.patcog.2011.05.017 ]

    http://hal.inria.fr/hal-00624460/en

Invited Conferences

  • 7J. Mairal, R. Jenatton, G. Obozinski, F. Bach.

    Learning Hierarchical and Topographic Dictionaries with Structured Sparsity, in: SPIE Wavelets and Sparsity XIV, San Diego, United States, M. Papadakis, D. Van De Ville, V. K. Goyal (editors), Proceedings of SPIE, SPIE, September 2011, vol. 8138. [ DOI : 10.1117/12.893811 ]

    http://hal.inria.fr/inria-00633983/en

International Conferences with Proceedings

  • 8J.-Y. Audibert, S. Bubeck, G. Lugosi.

    Minimax Policies for Combinatorial Prediction Games, in: COLT 2011 - Conference on Learning Theory, Budapest, Hungary, 2011, 23 pages.

    http://hal.inria.fr/hal-00624463/en
  • 9F. Bach.

    Shaping Level Sets with Submodular Functions, in: Neural Information Processing Systems (NIPS), Spain, 2011.

    http://hal.inria.fr/hal-00542949/en
  • 10F. Bach, E. Moulines.

    Non-Asymptotic Analysis of Stochastic Approximation Algorithms for Machine Learning, in: Neural Information Processing Systems (NIPS), Spain, 2011.

    http://hal.inria.fr/hal-00608041/en
  • 11L. Benoît, J. Mairal, F. Bach, J. Ponce.

    Sparse Image Representation with Epitomes, in: Computer Vision and Pattern Recognition, Colorado Springs, United States, June 2011, p. 2913 - 2920. [ DOI : 10.1109/CVPR.2011.5995636 ]

    http://hal.inria.fr/hal-00631652/en
  • 12Y.-L. Boureau, N. Le Roux, F. Bach, J. Ponce, Y. Lecun.

    Ask the locals: multi-way local pooling for image recognition, in: 13th International Conference on Computer Vision, Barcelone, Spain, 2011.

    http://hal.inria.fr/hal-00646816/en
  • 13O. Duchenne, A. Joulin, J. Ponce.

    A Graph-matching Kernel for Object Categorization, in: ICCV 2011 - 13th International Conference on Computer Vision, Barcelona, Spain, November 2011, 1056 p.

    http://hal.inria.fr/hal-00650345/en
  • 14E. Grave, G. Obozinski, F. Bach.

    Trace Lasso: a trace norm regularization for correlated designs, in: Neural Information Processing Systems (NIPS), Spain, 2011.

    http://hal.inria.fr/hal-00620197/en
  • 15N. Heess, N. Le Roux, J. Winn.

    Weakly Supervised Learning of Foreground-Background Segmentation using Masked RBMs, in: ICANN 2011 - International Conference on Artificial Neural Networks, Espoo, Finland, June 2011.

    http://hal.inria.fr/inria-00609681/en
  • 16T. D. Hocking, A. Joulin, F. Bach, J.-P. Vert.

    Clusterpath An Algorithm for Clustering using Convex Fusion Penalties, in: 28th international conference on machine learning, United States, June 2011, 1 p.

    http://hal.inria.fr/hal-00591630/en
  • 17R. Jenatton, A. Gramfort, V. Michel, G. Obozinski, F. Bach, B. Thirion.

    Multi-scale Mining of fMRI Data with Hierarchical Structured Sparsity, in: PRNI 2011 - IEEE International Workshop on Pattern Recognition in NeuroImaging, Seoul, Korea, Republic Of, 2011.

    http://hal.inria.fr/hal-00643901/en
  • 18A. Lefèvre, F. Bach, C. Févotte.

    Itakura-Saito nonnegative matrix factorization with group sparsity, in: 36th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Prague, Czech Republic, 2011.

    http://hal.inria.fr/hal-00567344/en
  • 19A. Salomon, J.-Y. Audibert.

    Deviations of Stochastic Bandit Regret, in: ALT'11 - Algorithmic Learning Theory, Espoo, Finland, 2011.

    http://hal.inria.fr/hal-00624461/en
  • 20M. Schmidt, K. Alahari.

    Generalized Fast Approximate Energy Minimization via Graph Cuts: Alpha-Expansion Beta-Shrink Moves, in: UAI 2011 - 27th Conference on Uncertainty in Artificial Intelligence, Barcelona, Spain, July 2011.

    http://hal.inria.fr/inria-00617524/en
  • 21M. Schmidt, N. Le Roux, F. Bach.

    Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization, in: NIPS'11 - 25 th Annual Conference on Neural Information Processing Systems, Grenada, Spain, December 2011.

    http://hal.inria.fr/inria-00618152/en

Scientific Books (or Scientific Book chapters)

  • 22N. Le Roux, Y. Bengio, A. Fitzgibbon.

    Improving First and Second-Order Methods by Modeling Uncertainty, in: Optimization for Machine Learning, MIT Press (editor), Neural Information Processing, MIT Press, 2011.

    http://hal.inria.fr/hal-00646214/en

Internal Reports

Other Publications

References in notes
  • 34J. Mairal, F. Bach, J. Ponce.

    Task-Driven Dictionary Learning, INRIA, September 2010, no RR-7400, preprint version (final version is published in IEEE Transactions on Pattern Analysis of Machine Intelligence).

    http://hal.inria.fr/inria-00521534/en/
  • 35J. Mairal.

    Représentations parcimonieuses en apprentissage statistique, traitement d'image et vision par ordinateur, Ecole Normale Supérieure de Cachan, 2010.

    http://tel.archives-ouvertes.fr/tel-00595312/fr/