Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems
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Published By Springer Berlin Heidelberg

9783642221460, 9783642221477

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Excess Risk Bounds

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_4 ◽

2011 ◽

pp. 59-79

Author(s):

Vladimir Koltchinskii

Keyword(s):

Excess Risk ◽

Risk Bounds

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Convex Penalization in Sparse Recovery

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_8 ◽

2011 ◽

pp. 151-189

Author(s):

Vladimir Koltchinskii

Keyword(s):

Sparse Recovery

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Penalized Empirical Risk Minimization and Model Selection Problems

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_6 ◽

2011 ◽

pp. 99-119 ◽

Cited By ~ 1

Author(s):

Vladimir Koltchinskii

Keyword(s):

Model Selection ◽

Empirical Risk Minimization ◽

Risk Minimization ◽

Selection Problems ◽

Empirical Risk

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Introduction

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_1 ◽

2011 ◽

pp. 1-16

Author(s):

Vladimir Koltchinskii

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Bounding Expected Sup-Norms of Empirical and Rademacher Processes

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_3 ◽

2011 ◽

pp. 33-57

Author(s):

Vladimir Koltchinskii

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Empirical and Rademacher Processes

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_2 ◽

2011 ◽

pp. 17-32 ◽

Cited By ~ 1

Author(s):

Vladimir Koltchinskii

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Low Rank Matrix Recovery: Nuclear Norm Penalization

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_9 ◽

2011 ◽

pp. 191-234

Author(s):

Vladimir Koltchinskii

Keyword(s):

Nuclear Norm ◽

Low Rank ◽

Matrix Recovery ◽

Rank Matrix ◽

Low Rank Matrix Recovery ◽

Low Rank Matrix

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Linear Programming in Sparse Recovery

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_7 ◽

2011 ◽

pp. 121-149

Author(s):

Vladimir Koltchinskii

Keyword(s):

Linear Programming ◽

Sparse Recovery

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Examples of Excess Risk Bounds in Prediction Problems

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems ◽

10.1007/978-3-642-22147-7_5 ◽

2011 ◽

pp. 81-97

Author(s):

Vladimir Koltchinskii

Keyword(s):

Excess Risk ◽

Risk Bounds ◽

Prediction Problems

Download Full-text

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery ProblemsLatest Publications

TOTAL DOCUMENTS

H-INDEX

Published By Springer Berlin Heidelberg

Excess Risk Bounds

Convex Penalization in Sparse Recovery

Penalized Empirical Risk Minimization and Model Selection Problems

Introduction

Bounding Expected Sup-Norms of Empirical and Rademacher Processes

Empirical and Rademacher Processes

Low Rank Matrix Recovery: Nuclear Norm Penalization

Linear Programming in Sparse Recovery

Examples of Excess Risk Bounds in Prediction Problems

Lecture Notes in Mathematics - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems
Latest Publications