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1

Atoms of All Channels, Unite! Average Case Analysis of

Rémi Gribonval, Holger Rauhut, Karin Schnass, Pierre Vandergheynst

Journal:

Journal of Fourier Analysis and Applications

Year:

2008

Language:

english

File:

PDF, 533 KB

english, 2008

2

Learning Functions of Few Arbitrary Linear Parameters in High Dimensions

Massimo Fornasier, Karin Schnass, Jan Vybiral

Journal:

Foundations of Computational Mathematics

Year:

2012

Language:

english

File:

PDF, 1.06 MB

english, 2012

3

On the identifiability of overcomplete dictionaries via the minimisation principle underlying K-SVD

Journal:

Applied and Computational Harmonic Analysis

Year:

2014

Language:

english

File:

PDF, 2.08 MB

english, 2014

4

Average Performance Analysis for Thresholding

Schnass, Karin, Vandergheynst, Pierre

Journal:

IEEE Signal Processing Letters

Year:

2007

Language:

english

File:

PDF, 156 KB

english, 2007

5

[IEEE 2008 3rd International Symposium on Communications, Control and Signal Processing (ISCCSP) - St. Julian's, Malta (2008.03.12-2008.03.14)] 2008 3rd International Symposium on Communications, Control and Signal Processing - Dictionary learning based dimensionality reduction for classification

Schnass, Karin, Vandergheynst, Pierre

Year:

2008

Language:

english

File:

PDF, 491 KB

english, 2008

6

[IEEE 2006 IEEE Workshop on Multimedia Signal Processing - Victoria, BC, Canada (2006.10.3-2006.10.6)] 2006 IEEE Workshop on Multimedia Signal Processing - Distributed Sensing of Noisy Signals by Thresholding of Redundant Expansions

Schnass, Karin, Vandergheynst, Pierre, Frossard, Pascal

Year:

2006

Language:

english

File:

PDF, 230 KB

english, 2006

7

[IEEE 2007 2nd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing - St. Thomas, VI (2007.12.12-2007.12.14)] 2007 2nd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing - Multichannel Thresholding with Sensing Dictionaries

Gribonval, Remi, Mailhe, Boris, Rauhut, Holger, Schnass, Karin, Vandergheynst, Pierre

Year:

2007

Language:

english

File:

PDF, 373 KB

english, 2007

8

[IEEE 2008 3rd International Symposium on Communications, Control and Signal Processing (ISCCSP) - St. Julian's, Malta (2008.03.12-2008.03.14)] 2008 3rd International Symposium on Communications, Control and Signal Processing - Some recovery conditions for basis learning by L1-minimization

Gribonval, Remi, Schnass, Karin

Year:

2008

Language:

english

File:

PDF, 835 KB

english, 2008

9

[IEEE ICASSP 2011 - 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Prague, Czech Republic (2011.05.22-2011.05.27)] 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Compressed learning of high-dimensional sparse functions

Schnass, Karin, Vybiral, Jan

Year:

2011

Language:

english

File:

PDF, 113 KB

english, 2011

10

[IEEE 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07 - Honolulu, HI, USA (2007.04.15-2007.04.20)] 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07 - Average Case Analysis of Multichannel Thresholding

Gribonval, Remi, Mailhe, Boris, Rauhut, Holger, Schnass, Karin, Vandergheynst, Pierre

Year:

2007

Language:

english

File:

PDF, 176 KB

english, 2007

11

SPIE Proceedings [SPIE Optical Engineering + Applications - San Diego, CA (Sunday 26 August 2007)] Wavelets XII - Average case analysis of multichannel sparse approximations using p- thresholding

Schnass, Karin, Van De Ville, Dimitri, Goyal, Vivek K., Vandergheynst, Pierre, Gribonval, Rémi, Papadakis, Manos, Mailhe, Boris, Rauhut, Holger

Year:

2007

Language:

english

File:

PDF, 133 KB

english, 2007

12

Convergence radius and sample complexity of ITKM algorithms for dictionary learning

Journal:

Applied and Computational Harmonic Analysis

Year:

2016

Language:

english

File:

PDF, 2.34 MB

english, 2016

13

[IEEE 2017 25th European Signal Processing Conference (EUSIPCO) - Kos, Greece (2017.8.28-2017.9.2)] 2017 25th European Signal Processing Conference (EUSIPCO) - Dictionary learning from incomplete data for efficient image restoration

Naumova, Valeriya, Schnass, Karin

Year:

2017

Language:

english

File:

PDF, 1.06 MB

english, 2017

14

Fast dictionary learning from incomplete data

Naumova, Valeriya, Schnass, Karin

Journal:

EURASIP Journal on Advances in Signal Processing

Year:

2018

Language:

english

File:

PDF, 2.27 MB

english, 2018

15

Average performance of Orthogonal Matching Pursuit (OMP) for sparse approximation

Journal:

IEEE Signal Processing Letters

Year:

2018

Language:

english

File:

PDF, 507 KB

english, 2018

16

Online and Stable Learning of Analysis Operators

Sandbichler, Michael, Schnass, Karin

Journal:

IEEE Transactions on Signal Processing

Year:

2018

Language:

english

File:

PDF, 1.29 MB

english, 2018

17

Compressed Dictionary Learning

Schnass, Karin, Teixeira, Flavio

Journal:

Journal of Fourier Analysis and Applications

Year:

2020

File:

PDF, 1.61 MB

2020