Volume 127, Issue 1

March 2011

Special Issue on "Optimization and Machine learning"; Alexandre d’Aspremont • Francis Bach • Inderjit S. Dhillon • Bin Yu

Issue Editors:

9 articles in this issue

Preface
Alexandre d’Aspremont
Francis Bach
Bin Yu
Preface 23 October 2010 Pages: 1 - 2
Pegasos: primal estimated sub-gradient solver for SVM
Shai Shalev-Shwartz
Yoram Singer
Andrew Cotter
Full Length Paper 16 October 2010 Pages: 3 - 30
Barrier subgradient method
Yurii Nesterov
Full Length Paper 09 October 2010 Pages: 31 - 56
On verifiable sufficient conditions for sparse signal recovery via ℓ ₁ minimization
Anatoli Juditsky
Arkadi Nemirovski
Full Length Paper 20 October 2010 Pages: 57 - 88
Verifiable conditions of ℓ ₁-recovery for sparse signals with sign restrictions
Anatoli Juditsky
Fatma Kılınç Karzan
Arkadi Nemirovski
Full Length Paper 19 October 2010 Pages: 89 - 122
Testing the nullspace property using semidefinite programming
Alexandre d’Aspremont
Laurent El Ghaoui
Full Length Paper Open access 12 October 2010 Pages: 123 - 144
Chance constrained uncertain classification via robust optimization
Aharon Ben-Tal
Sahely Bhadra
J. Saketha Nath
Full Length Paper 12 October 2010 Pages: 145 - 173
Null space conditions and thresholds for rank minimization
Benjamin Recht
Weiyu Xu
Babak Hassibi
Full Length Paper 12 October 2010 Pages: 175 - 202
Statistical ranking and combinatorial Hodge theory
Xiaoye Jiang
Lek-Heng Lim
Yinyu Ye
Full Length Paper Open access 28 November 2010 Pages: 203 - 244

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