|
5
|
ℓ1 Trend Filtering
– Seung-Jean Kim, Kwangmoo Koh, Stephen Boyd, Dimitry Gorinevsky
- 2007
|
|
77
|
Regularization paths for generalized linear models via coordinate descent
– Jerome Friedman, Trevor Hastie, Rob Tibshirani
- 2009
|
|
77
|
An interior-point method for large-scale l1-regularized logistic regression
– Kwangmoo Koh, Seung-jean Kim, Stephen Boyd, Yi Lin
- 2007
|
|
35
|
Online learning for matrix factorization and sparse coding
– Julien Mairal, Francis Bach, Ecole Normale Supérieure, Guillermo Sapiro
|
|
4
|
ELASTIC-NET REGULARIZATION IN LEARNING THEORY
– Christine De Mol, Universit´·e Libre De, De Vito, Universit‘a Di Genova, C. De Mol, E. De Vito, L. Rosasco
- 2008
|
|
|
Contents
– Christophe Ambroise, Julien Chiquet, Catherine Matias
- 810
|
|
74
|
Sparse Reconstruction by Separable Approximation
– Stephen J. Wright, Robert D. Nowak, Mário A. T. Figueiredo
- 2008
|
|
1
|
Blind Source Separation: the Sparsity Revolution
– J. Bobin , J.-L. Starck , Y. Moudden , M. J. Fadili
- 2008
|
|
4
|
Convex and network flow optimization for structured sparsity
– Julien Mairal, Guillaume Obozinski, Francis Bach
|
|
|
Committee Members:
– Xi Chen, Jaime Carbonell, Tom Mitchell, Rob Tibshirani
- 2011
|
|
7
|
When do stepwise algorithms meet subset selection criteria
– Xiaoming Huo, Xuelei (sherry Ni
- 2005
|
|
5
|
A sparsity-based method for the estimation of spectral lines from irregularly sampled data
– Sébastien Bourguignon, Hervé Carfantan, Jérôme Idier
- 2007
|
|
37
|
The composite absolute penalties family for grouped and hierarchical variable selection
– Peng Zhao, Guilherme Rocha, Bin Yu
|
|
16
|
Convex Optimization with Sparsity-Inducing Norms
– Francis Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski
|
|
6
|
SUPPORT UNION RECOVERY IN HIGH-DIMENSIONAL MULTIVARIATE REGRESSION
– Guillaume Obozinski, Martin J. Wainwright, Michael I. Jordan
- 2010
|
|
4
|
Compressive Sensing
– Massimo Fornasier, Holger Rauhut
- 2010
|
|
180
|
Gradient projection for sparse reconstruction: Application to compressed sensing and other inverse problems
– Mário A. T. Figueiredo, Robert D. Nowak, Stephen J. Wright
- 2007
|
|
10
|
Sparse Representation-based Image Deconvolution by Iterative Thresholding
– M. J. Fadili , J.-L. Starck
- 2007
|
|
100
|
Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization
– Benjamin Recht, Maryam Fazel, Pablo A. Parrilo
- 2007
|