Distributed Sensing of Noisy Signals by Thresholding of Redundant Expansions. - Karin Schnass; Pierre Vandergheynst; Pascal Frossard (MMSP, 2006)

Average Case Analysis of Multichannel Thresholding. - Rémi Gribonval; Boris Mailhé; Holger Rauhut; Karin Schnass; Pierre Vandergheynst (ICASSP (2), 2007)

Average Performance Analysis for Thresholding. - Karin Schnass; Pierre Vandergheynst (IEEE Signal Process. Lett., 2007)

Dictionary identifiability from few training samples. - Rémi Gribonval; Karin Schnass (EUSIPCO, 2008)

Compressed Sensing and Redundant Dictionaries. - Holger Rauhut; Karin Schnass; Pierre Vandergheynst (IEEE Trans. Inf. Theory, 2008)

Dictionary Preconditioning for Greedy Algorithms. - Karin Schnass; Pierre Vandergheynst (IEEE Trans. Signal Process., 2008)

Dictionary Identification - Sparse Matrix-Factorisation via ℓ1-Minimisation - Rémi Gribonval; Karin Schnass (CoRR, 2009)

Sparsity & [and] dictionaries - algorithms & [and] design. - Karin Schnass (2009)

A union of incoherent spaces model for classification. - Karin Schnass; Pierre Vandergheynst (ICASSP, 2010)

Classification via Incoherent Subspaces - Karin Schnass; Pierre Vandergheynst (CoRR, 2010)

Dictionary identification: sparse matrix-factorization via l1-minimization. - Rémi Gribonval; Karin Schnass (IEEE Trans. Inf. Theory, 2010)

Compressed learning of high-dimensional sparse functions. - Karin Schnass; Jan Vybíral (ICASSP, 2011)

Learning Functions of Few Arbitrary Linear Parameters in High Dimensions. - Massimo Fornasier; Karin Schnass; Jan Vybíral (Found. Comput. Math., 2012)

On the Identifiability of Overcomplete Dictionaries via the Minimisation Principle Underlying K-SVD - Karin Schnass (CoRR, 2013)

Convergence radius and sample complexity of ITKM algorithms for dictionary learning. - Karin Schnass (CoRR, 2015)

Local identification of overcomplete dictionaries. - Karin Schnass (J. Mach. Learn. Res., 2015)

Dictionary learning from incomplete data for efficient image restoration. - Valeriya Naumova; Karin Schnass (EUSIPCO, 2017)

Dictionary Learning from Incomplete Data. - Valeriya Naumova; Karin Schnass (CoRR, 2017)

Sequential Learning of Analysis Operators. - Michael Sandbichler; Karin Schnass (CoRR, 2017)

Dictionary learning - from local towards global and adaptive. - Karin Schnass (CoRR, 2018)

Compressed Dictionary Learning. - Flávio Teixeira; Karin Schnass (CoRR, 2018)

Fast dictionary learning from incomplete data. - Valeriya Naumova; Karin Schnass (EURASIP J. Adv. Signal Process., 2018)

Average Performance of Orthogonal Matching Pursuit (OMP) for Sparse Approximation. - Karin Schnass (IEEE Signal Process. Lett., 2018)

Corrections to "Average Performance of Orthogonal Matching Pursuit (OMP) for Sparse Approximation". - Karin Schnass (IEEE Signal Process. Lett., 2019)

Online and Stable Learning of Analysis Operators. - Michael Sandbichler; Karin Schnass (IEEE Trans. Signal Process., 2019)

Submatrices with NonUniformly Selected Random Supports and Insights into Sparse Approximation. - Simon Ruetz; Karin Schnass (SIAM J. Matrix Anal. Appl., 2021)

Average Performance of OMP and Thresholding Under Dictionary Mismatch. - Marie-Christine Pali; Simon Ruetz; Karin Schnass (IEEE Signal Process. Lett., 2022)

Convergence of alternating minimisation algorithms for dictionary learning. - Simon Ruetz; Karin Schnass (CoRR, 2023)