3 papers
math.OC2025
The Generalized Matrix Separation Problem: Algorithms
Xuemei Chen, Owen Deen
When given a generalized matrix separation problem, which aims to recover a low rank matrix and a sparse matrix from , the work \cite{CW25} proposes a nov…
cs.IT2025
The Masked Matrix Separation Problem: A First Analysis
Xuemei Chen, Rongrong Wang
Given a known matrix that is the sum of a low rank matrix and a masked sparse matrix, we wish to recover both the low rank component and the sparse component. The sparse matrix is…
cs.IT2024
Sparse Recovery for Overcomplete Frames: Sensing Matrices and Recovery Guarantees
Xuemei Chen, Christian Kümmerle, Rongrong Wang
Signal models formed as linear combinations of few atoms from an over-complete dictionary or few frame vectors from a redundant frame have become central to many applications in hi…