Separable Dictionary Learning. - Simon Hawe; Matthias Seibert; Martin Kleinsteuber (CVPR, 2013)

Separable cosparse Analysis Operator learning. - Matthias Seibert; Julian Wörmann; Rémi Gribonval; Martin Kleinsteuber (EUSIPCO, 2014)

On the sample complexity of sparse dictionary learning. - Matthias Seibert; Martin Kleinsteuber; Rémi Gribonval; Rodolphe Jenatton; Francis R. Bach (SSP, 2014)

Sample Complexity of Dictionary Learning and Other Matrix Factorizations. - Rémi Gribonval; Rodolphe Jenatton; Francis R. Bach; Martin Kleinsteuber; Matthias Seibert (IEEE Trans. Inf. Theory, 2015)

Learning Co-Sparse Analysis Operators With Separable Structures. - Matthias Seibert; Julian Wörmann; Rémi Gribonval; Martin Kleinsteuber (IEEE Trans. Signal Process., 2016)

Sample Complexity of Representation Learning for Sparse and Related Data Models. - Matthias Seibert (2019)