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Francis R. Bach
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Publications
- 2015
- [j39]Fajwel Fogel, Rodolphe Jenatton, Francis R. Bach, Alexandre d'Aspremont:
Convex Relaxations for Permutation Problems. SIAM J. Matrix Anal. Appl. 36(4): 1465-1488 (2015) - [j38]Rémi Gribonval, Rodolphe Jenatton, Francis R. Bach, Martin Kleinsteuber, Matthias Seibert:
Sample Complexity of Dictionary Learning and Other Matrix Factorizations. IEEE Trans. Inf. Theory 61(6): 3469-3486 (2015) - [j37]Rémi Gribonval, Rodolphe Jenatton, Francis R. Bach:
Sparse and Spurious: Dictionary Learning With Noise and Outliers. IEEE Trans. Inf. Theory 61(11): 6298-6319 (2015) - 2014
- [c77]Matthias Seibert, Martin Kleinsteuber, Rémi Gribonval, Rodolphe Jenatton, Francis R. Bach:
On the sample complexity of sparse dictionary learning. SSP 2014: 244-247 - [i58]Rémi Gribonval, Rodolphe Jenatton, Francis R. Bach:
Sparse and spurious: dictionary learning with noise and outliers. CoRR abs/1407.5155 (2014) - 2013
- [c67]Fajwel Fogel, Rodolphe Jenatton, Francis R. Bach, Alexandre d'Aspremont:
Convex Relaxations for Permutation Problems. NIPS 2013: 1016-1024 - [i43]Rémi Gribonval, Rodolphe Jenatton, Francis R. Bach, Martin Kleinsteuber, Matthias Seibert:
Sample Complexity of Dictionary Learning and other Matrix Factorizations. CoRR abs/1312.3790 (2013) - 2012
- [j26]Francis R. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski:
Optimization with Sparsity-Inducing Penalties. Found. Trends Mach. Learn. 4(1): 1-106 (2012) - [j23]Rodolphe Jenatton, Alexandre Gramfort, Vincent Michel, Guillaume Obozinski, Evelyn Eger, Francis R. Bach, Bertrand Thirion:
Multiscale Mining of fMRI Data with Hierarchical Structured Sparsity. SIAM J. Imaging Sci. 5(3): 835-856 (2012) - [i36]Rodolphe Jenatton, Rémi Gribonval, Francis R. Bach:
Local stability and robustness of sparse dictionary learning in the presence of noise. CoRR abs/1210.0685 (2012) - 2011
- [j22]Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Francis R. Bach:
Proximal Methods for Hierarchical Sparse Coding. J. Mach. Learn. Res. 12: 2297-2334 (2011) - [j21]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Convex and Network Flow Optimization for Structured Sparsity. J. Mach. Learn. Res. 12: 2681-2720 (2011) - [j20]Rodolphe Jenatton, Jean-Yves Audibert, Francis R. Bach:
Structured Variable Selection with Sparsity-Inducing Norms. J. Mach. Learn. Res. 12: 2777-2824 (2011) - [c49]Rodolphe Jenatton, Alexandre Gramfort, Vincent Michel, Guillaume Obozinski, Francis R. Bach, Bertrand Thirion:
Multi-scale Mining of fMRI Data with Hierarchical Structured Sparsity. PRNI 2011: 69-72 - [i32]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Convex and Network Flow Optimization for Structured Sparsity. CoRR abs/1104.1872 (2011) - [i31]Francis R. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski:
Optimization with Sparsity-Inducing Penalties. CoRR abs/1108.0775 (2011) - [i29]Francis R. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski:
Structured sparsity through convex optimization. CoRR abs/1109.2397 (2011) - [i25]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Learning Hierarchical and Topographic Dictionaries with Structured Sparsity. CoRR abs/1110.4481 (2011) - 2010
- [c45]Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Francis R. Bach:
Proximal Methods for Sparse Hierarchical Dictionary Learning. ICML 2010: 487-494 - [c41]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Network Flow Algorithms for Structured Sparsity. NIPS 2010: 1558-1566 - [c39]Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Structured Sparse Principal Component Analysis. AISTATS 2010: 366-373 - [i19]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Network Flow Algorithms for Structured Sparsity. CoRR abs/1008.5209 (2010)
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