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1

Optimal Variable Selection and Adaptive Noisy Compressed Sensing

Ndaoud, Mohamed, Tsybakov, Alexandre B.

Journal:

IEEE Transactions on Information Theory

Year:

2020

Language:

english

File:

PDF, 415 KB

english, 2020

2

Simultaneous Analysis of Lasso and Dantzig Selector

Peter J. Bickel, Ya'acov Ritov and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2009

Language:

english

File:

PDF, 1.71 MB

english, 2009

3

[Springer Series in Statistics] Introduction to Nonparametric Estimation ||

Tsybakov, Alexandre B.

Year:

2009

Language:

english

File:

PDF, 2.27 MB

english, 2009

4

Robust matrix completion

Klopp, Olga, Lounici, Karim, Tsybakov, Alexandre B.

Journal:

Probability Theory and Related Fields

Year:

2016

Language:

english

File:

PDF, 726 KB

english, 2016

5

Sparse Estimation by Exponential Weighting

Rigollet, Philippe, Tsybakov, Alexandre B.

Journal:

Statistical Science

Year:

2012

Language:

english

File:

PDF, 395 KB

english, 2012

6

Linear and conic programming estimators in high dimensional errors-in-variables models

Belloni, Alexandre, Rosenbaum, Mathieu, Tsybakov, Alexandre B.

Journal:

Journal of the Royal Statistical Society Series B (Methodological)

Year:

2016

Language:

english

File:

PDF, 454 KB

english, 2016

7

Thresholding algorithms, maxisets and well-concentrated bases

Gérard Kerkyacharian, Dominique Picard, Lucien Birgé, Peter Hall, Oleg Lepski, Enno Mammen, Alexandre Tsybakov, G. Kerkyacharian, D. Picard

Journal:

Year:

2000

Language:

english

File:

PDF, 2.51 MB

english, 2000

8

Optimal prediction for linear regression with infinitely many parameters

Alexander Goldenshluger, Alexandre Tsybakov

Journal:

Journal of Multivariate Analysis

Year:

2003

Language:

english

File:

PDF, 245 KB

english, 2003

9

Statistical inference in compound functional models

Dalalyan, Arnak, Ingster, Yuri, Tsybakov, Alexandre B.

Journal:

Probability Theory and Related Fields

Year:

2014

Language:

english

File:

PDF, 303 KB

english, 2014

10

Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion

Koltchinskii, Vladimir, Lounici, Karim, Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2011

Language:

english

File:

PDF, 294 KB

english, 2011

11

Sparsity oracle inequalities for the Lasso

Bunea, Florentina, Tsybakov, Alexandre, Wegkamp, Marten

Journal:

Electronic Journal of Statistics

Year:

2007

Language:

english

File:

PDF, 311 KB

english, 2007

12

Sharp Adaptive Estimation of Linear Functionals

Jussi Klemela and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2001

Language:

english

File:

PDF, 2.02 MB

english, 2001

13

NUCLEAR-NORM PENALIZATION AND OPTIMAL RATES FOR NOISY LOW-RANK MATRIX COMPLETION

Vladimir Koltchinskii, Karim Lounici and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2011

Language:

english

File:

PDF, 1.78 MB

english, 2011

14

Discussion of “Influential features PCA for high dimensional clustering”

Stepanova, Natalia A., Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2016

Language:

english

File:

PDF, 69 KB

english, 2016

15

Nonparametric estimation of composite functions

Juditsky, Anatoli B., Lepski, Oleg V., Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2009

Language:

english

File:

PDF, 459 KB

english, 2009

16

Simultaneous analysis of Lasso and Dantzig selector

Bickel, Peter J., Ritov, Ya’acov, Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2009

Language:

english

File:

PDF, 1.97 MB

english, 2009

17

Variable selection with Hamming loss

Butucea, Cristina, Ndaoud, Mohamed, Stepanova, Natalia A., Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2018

Language:

english

File:

PDF, 346 KB

english, 2018

18

Optimal adaptive estimation of linear functionals under sparsity

Collier, Olivier, Comminges, Laëtitia, Tsybakov, Alexandre B., Verzelen, Nicolas

Journal:

The Annals of Statistics

Year:

2018

Language:

english

File:

PDF, 221 KB

english, 2018

19

[Springer Series in Statistics] Introduction to Nonparametric Estimation || Lower bounds on the minimax risk

Tsybakov, Alexandre B.

Year:

2009

Language:

english

File:

PDF, 1.01 MB

english, 2009

20

[Springer Series in Statistics] Introduction to Nonparametric Estimation || Asymptotic efficiency and adaptation

Tsybakov, Alexandre B.

Year:

2009

Language:

english

File:

PDF, 857 KB

english, 2009

21

Statistical Inference for Structured High-dimensional Models

Juditsky, Anatoli, Tsybakov, Alexandre, Zhang, Cun-Hui

Journal:

Oberwolfach Reports

Year:

2019

Language:

english

File:

PDF, 724 KB

english, 2019

22

Sparse Recovery Problems in High Dimensions: Statistical Inference and Learning Theory

Bartlett, Peter, Koltchinskii, Vladimir, Tsybakov, Alexandre, van de Geer, Sara

Journal:

Oberwolfach Reports

Year:

2009

Language:

english

File:

PDF, 495 KB

english, 2009

23

On the best rate of adaptive estimation in some inverse problems

Alexandre Tsybakov

Journal:

Comptes Rendus de l'Académie des Sciences - Series I - Mathematics

Year:

2000

Language:

french

File:

PDF, 150 KB

french, 2000

24

Regularization in statistics

Peter J. Bickel, Bo Li, Alexandre B. Tsybakov, Sara A. van de Geer, Bin Yu, Teófilo Valdés, Carlos Rivero, Jianqing Fan, Aad van der Vaart

Journal:

Year:

2006

Language:

english

File:

PDF, 659 KB

english, 2006

25

Exact constants for pointwise adaptive estimation under the Riesz transform

Jussi Klemelä, Alexandre B. Tsybakov

Journal:

Probability Theory and Related Fields

Year:

2004

Language:

english

File:

PDF, 241 KB

english, 2004

26

Sharp adaptation for inverse problems with random noise

Laurent Cavalier, Alexandre Tsybakov

Journal:

Probability Theory and Related Fields

Year:

2002

Language:

english

File:

PDF, 225 KB

english, 2002

27

Aggregation for Gaussian regression

Bunea, Florentina, Tsybakov, Alexandre B., Wegkamp, Marten H.

Journal:

The Annals of Statistics

Year:

2007

Language:

english

File:

PDF, 276 KB

english, 2007

28

Aggregation for Gaussian Regression

Florentina Bunea, Alexandre B. Tsybakov and Marten H. Wegkamp

Journal:

The Annals of Statistics

Year:

2007

Language:

english

File:

PDF, 1.52 MB

english, 2007

29

ORACLE INEQUALITIES AND OPTIMAL INFERENCE UNDER GROUP SPARSITY

Karim Lounici, Massimiliano Pontil, Sara van de Geer and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2011

Language:

english

File:

PDF, 2.24 MB

english, 2011

30

Estimation of high-dimensional low-rank matrices

Rohde, Angelika, Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2011

Language:

english

File:

PDF, 422 KB

english, 2011

31

SPARSE RECOVERY UNDER MATRIX UNCERTAINTY

Mathieu Rosenbaum and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2010

Language:

english

File:

PDF, 2.08 MB

english, 2010

32

Correction: Smooth Discrimination Analysis

Enno Mammen and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2004

Language:

english

File:

PDF, 159 KB

english, 2004

33

Optimal Aggregation of Classifiers in Statistical Learning

Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2004

Language:

english

File:

PDF, 2.29 MB

english, 2004

34

EXPONENTIAL SCREENING AND OPTIMAL RATES OF SPARSE ESTIMATION

Philippe Rigollet and Alexandre Tsybakov

Journal:

The Annals of Statistics

Year:

2011

Language:

english

File:

PDF, 2.97 MB

english, 2011

35

ESTIMATION OF HIGH-DIMENSIONAL LOW-RANK MATRICES

Angelika Rohde and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2011

Language:

english

File:

PDF, 2.82 MB

english, 2011

36

Smooth Discrimination Analysis

Enno Mammen and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

1999

Language:

english

File:

PDF, 1.62 MB

english, 1999

37

Special Issue on Sparsity and Regularization Methods || Sparse Estimation by Exponential Weighting

Philippe Rigollet and Alexandre B. Tsybakov

Journal:

Statistical Science

Year:

2012

Language:

english

File:

PDF, 2.27 MB

english, 2012

38

SPADES AND MIXTURE MODELS

Florentina Bunea, Alexandre B. Tsybakov, Marten H. Wegkamp and Adrian Barbu

Journal:

The Annals of Statistics

Year:

2010

Language:

english

File:

PDF, 2.49 MB

english, 2010

39

Random Rates in Anisotropic Regression: Discussion

Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2002

Language:

english

File:

PDF, 766 KB

english, 2002

40

Fast Learning Rates for Plug-In Classifiers

Jean-Yves Audibert and Alexandre B. Tsybakov

Journal:

The Annals of Statistics

Year:

2007

Language:

english

File:

PDF, 1.81 MB

english, 2007

41

Nonparametric Independent Component Analysis

Alexander Samarov and Alexandre Tsybakov

Journal:

Year:

2004

Language:

english

File:

PDF, 1.39 MB

english, 2004

42

Discussion: Latent variable graphical model selection via convex optimization

Giraud, Christophe, Tsybakov, Alexandre

Journal:

The Annals of Statistics

Year:

2012

Language:

english

File:

PDF, 127 KB

english, 2012

43

Mirror averaging with sparsity priors

Dalalyan, Arnak S., Tsybakov, Alexandre B.

Journal:

Year:

2012

Language:

english

File:

PDF, 321 KB

english, 2012

44

SPADES and mixture models

Bunea, Florentina, Tsybakov, Alexandre B., Wegkamp, Marten H., Barbu, Adrian

Journal:

The Annals of Statistics

Year:

2010

Language:

english

File:

PDF, 564 KB

english, 2010

45

Exponential Screening and optimal rates of sparse estimation

Rigollet, Philippe, Tsybakov, Alexandre

Journal:

The Annals of Statistics

Year:

2011

Language:

english

File:

PDF, 730 KB

english, 2011

46

Sparse recovery under matrix uncertainty

Rosenbaum, Mathieu, Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2010

Language:

english

File:

PDF, 292 KB

english, 2010

47

Detection boundary in sparse regression

Ingster, Yuri I., Tsybakov, Alexandre B., Verzelen, Nicolas

Journal:

Electronic Journal of Statistics

Year:

2010

Language:

english

File:

PDF, 495 KB

english, 2010

48

Oracle inequalities and optimal inference under group sparsity

Lounici, Karim, Pontil, Massimiliano, van de Geer, Sara, Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2011

Language:

english

File:

PDF, 380 KB

english, 2011

49

Smooth discrimination analysis

Tsybakov, Alexandre B., Mammen, Enno

Journal:

The Annals of Statistics

Year:

2004

Language:

english

File:

PDF, 25 KB

english, 2004

50

Fast learning rates for plug-in classifiers

Audibert, Jean-Yves, Tsybakov, Alexandre B.

Journal:

The Annals of Statistics

Year:

2007

Language:

english

File:

PDF, 294 KB

english, 2007

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