Column subset selection is NP-complete
Not on the map. Why?
Abstract (arXiv)
Let M be a real r× c matrix and let k be a positive integer. In the column subset selection problem (CSSP), we need to minimize the quantity |M-SA|, where A can be an arbitrary k× c matrix, and S runs over all r× k submatrices of M. This problem and its applications in numerical linear algebra are being discussed for several decades, but its algorithmic complexity remained an open issue. We show that CSSP is NP-complete.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Jan 2017.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 4; 2022: 1; 2023: 3; 2024: 0; 2025: 0; 2026: 1.
9 papers.
- 2021Robust CUR Decomposition: Theory and Imaging Applicationscited by 20
- 2021Smoothed Separable Nonnegative Matrix Factorizationcited by 5
- 2023Fair Column Subset Selectioncited by 4
- 2022Generalized Leverage Scores: Geometric Interpretation and Applicationscited by 3
- 2026Moving Beyond Diversity: Visual Token Pruning as Subspace Reconstruction for Efficient VLMscited by 3
- 2021Estimating leverage scores via rank revealing methods and randomizationcited by 2
- 2021Two-way Spectrum Pursuit for CUR Decomposition and Its Application in Joint Column/Row Subset Selectioncited by 2
- 2023Syntactic vs Semantic Linear Abstraction and Refinement of Neural Networkscited by 0
- 2023A Statistical View of Column Subset Selectioncited by 0
- 2026Moving Beyond Diversity: Visual Token Pruning as Subspace Reconstruction for Efficient VLMs17 Jun 2026
- 2023A Statistical View of Column Subset Selection24 Jul 2023
- 2023Syntactic vs Semantic Linear Abstraction and Refinement of Neural Networks20 Jul 2023
- 2023Fair Column Subset Selection7 Jun 2023
- 2022Generalized Leverage Scores: Geometric Interpretation and Applications16 Jun 2022
- 2021Smoothed Separable Nonnegative Matrix Factorization11 Oct 2021
- 2021Two-way Spectrum Pursuit for CUR Decomposition and Its Application in Joint Column/Row Subset Selection13 Jun 2021
- 2021Estimating leverage scores via rank revealing methods and randomization23 May 2021
- 2021Robust CUR Decomposition: Theory and Imaging Applications5 Jan 2021