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Publications of year 2010
Thesis
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J.-Y. Audibert.
PAC-Bayesian aggregation and multi-armed bandits.
Habilitation a Diriger les Recherches (HDR),
Universite Paris Est, France,
October 2010.
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J. Mairal.
Sparse coding for machine learning, image processing and computer vision.
PhD thesis,
Ecole Normale Supérieure de Cachan,
2010.
Articles in journal or book chapters
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S. Arlot.
Choosing a penalty for model selection in heteroscedastic regression.
June 2010.
Note: ArXiv:0812.3141.
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S. Arlot,
G. Blanchard,
and E. Roquain.
Some nonasymptotic results on resampling in high dimension, I: Confidence regions.
Ann. Statist.,
38(1):51-82,
2010.
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S. Arlot,
G. Blanchard,
and E. Roquain.
Some nonasymptotic results on resampling in high dimension, II: multiple tests.
Ann. Statist.,
38(1):83-99,
2010.
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S. Arlot and A. Celisse.
A survey of cross-validation procedures for model selection.
Statist. Surv.,
4:40-79,
2010.
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Y. Furukawa and J. Ponce.
Accurate, Dense, and Robust Multi-View Stereopsis.
IEEE Transactions on Pattern Analysis and Machine Intelligence,
32(8):1362-1376,
2010.
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M. Journee,
F. Bach,
P.-A. Absil,
and R. Sepulchre.
Low-Rank Optimization on the Cone of Positive Semidefinite Matrices.
SIAM Journal on Optimization,
20(5):2327-2351,
2010.
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B. Kaneva,
J. Sivic,
A. Torralba,
S. Avidan,
and W. T. Freeman.
Infinite Images: Creating and Exploring a Large Photorealistic Virtual Space.
Proceedings of the IEEE,
98(8):1391-1407,
2010.
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H. Kong,
J.-Y. Audibert,
and J. Ponce.
Detecting abandoned objects with a moving camera.
IEEE Transactions on Image Processing,
9(18):2201-2210,
2010.
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H. Kong,
J.-Y. Audibert,
and J. Ponce.
General road detection from a single image.
IEEE Transactions on Image Processing,
9(18):2211-2220,
2010.
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J. Mairal,
F. Bach,
J. Ponce,
and G. Sapiro.
Online Learning for Matrix Factorization and Sparse Coding.
Journal of Machine Learning Research,
11:19-60,
2010.
Conference articles
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G. Batog,
X. Goaoc,
and J. Ponce.
Admissible Linear Map Models of Linear Cameras.
In IEEE Conference on Computer Vision and Pattern Recognition,
2010.
-
Y-L. Boureau,
F. Bach,
LeCun Y.,
and J. Ponce.
Learning Mid-Level Features For Recognition.
In IEEE Conference on Computer Vision and Pattern Recognition,
2010.
-
Y-L. Boureau,
J. Ponce,
and LeCun Y..
A Theoretical Analysis of Feature Pooling in Visual Recognition.
In International Conference on Machine Learning,
2010.
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N. Cherniavsky,
I. Laptev,
J. Sivic,
and A. Zisserman.
Semi-supervised learning of facial attributes in video.
In The first international workshop on parts and attributes (in conjunction with ECCV 2010),
2010.
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V. Delaitre,
I. Laptev,
and J. Sivic.
Recognizing human actions in still images: a study of bag-of-features and part-based representations.
In British Machine Vision Conference,
2010.
Note: Updated version, available at http://www.di.ens.fr/willow/research/stillactions/.
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R. Jenatton,
J. Mairal,
G. Obozinski,
and F. Bach.
Proximal Methods for Sparse Hierachichal Dictionary Learning.
In International Conference on Machine Learning,
2010.
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R. Jenatton,
G. Obozinski,
and F. Bach.
Structured sparse principal component analysis.
In International Conference on Artificial Intelligence and Statistics (AISTATS),
2010.
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A. Joulin,
F. Bach,
and J. Ponce.
Discriminative clustering for image co-segmentation.
In IEEE Conference on Computer Vision and Pattern Recognition,
2010.
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A. Joulin,
F. Bach,
and J. Ponce.
Efficient Optimization for Discriminative Latent Class Models.
In Advances in Neural Information Processing Systems,
2010.
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B. Kaneva,
J. Sivic,
A. Torralba,
S. Avidan,
and W. T. Freeman.
Matching and Predicting Street Level Images.
In ECCV 2010 Workshop on Vision for Cognitive Tasks,
2010.
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J. Knopp,
J. Sivic,
and T. Pajdla.
Avoiding confusing features in place recognition.
In European Conference on Computer Vision,
2010.
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P. Liang,
F. Bach,
G. Bouchard,
and M.I. Jordan.
Asymptotically optimal regularization in smooth parametric models.
In Advances in Neural Information Processing Systems,
2010.
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J. Mairal,
R. Jenatton,
G. Obozinski,
and F. Bach.
Network Flow Algorithms for Structured Sparsity.
In Advances in Neural Information Processing Systems,
2010.
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J. Philbin,
M. Isard,
J. Sivic,
and A. Zisserman.
Descriptor learning for efficient retrieval.
In European Conference on Computer Vision,
2010.
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M.M. Ullah,
S.N. Parizi,
and I. Laptev.
Improving Bag-of-Features Action Recognition with Non-Local Cues.
In British Machine Vision Conference,
2010.
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O. Whyte,
J. Sivic,
A. Zisserman,
and J. Ponce.
Non-uniform Deblurring for Shaken Images.
In IEEE Conference on Computer Vision and Pattern Recognition,
2010.
Internal reports
-
S. Arlot and P. L. Bartlett.
Margin adaptive model selection in statistical learning.
Technical report,
2010.
Note: Accepted. arXiv:0804.2937.
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