The Maximum Diagonal Product of a Stochastic Matrix of Bounded Rank
Version 1 / Nov 11, 2026/ arXiv: 2611.01763 / CC BY 4.0
Abstract
Let be a nonnegative row-stochastic or column-stochastic matrix of rank at most , where . Write , where . The author conjectured in 2018 that, for every permutation of , . We prove this bound and classify all equality cases.
Tools used
- OpenAI
- GPT-5.6-sol
- OpenAI
- GPT-6 Astra
- Anthropic
- Claude FableVersion 5
- Anthropic
- Claude FableVersion 5.1
References
- Y. Lavi, The permanent and diagonal products on the set of nonnegative matrices with bounded rank , arXiv:1808.00016v1 (2018). doi:10.48550/arXiv.1808.00016 (https://doi.org/10.48550/arXiv.1808.00016).arXivDOI
- A. Ostrowski, Über die Determinanten mit überwiegender Hauptdiagonale , Comment. Math. Helv. 10 (1937), 69--96. doi:10.1007/BF01214284 (https://doi.org/10.1007/BF01214284).DOI
- A. Brauer, Limits for the characteristic roots of a matrix. II , Duke Math. J. 14 (1947), 21--26. doi:10.1215/S0012-7094-47-01403-8 (https://doi.org/10.1215/S0012-7094-47-01403-8).DOI
- K. Fan and A. J. Hoffman, Lower bounds for the rank and location of the eigenvalues of a matrix , National Bureau of Standards Report 2246 (1953). doi:10.6028/NBS.RPT.2246 (https://doi.org/10.6028/NBS.RPT.2246).DOI
- Y. Lavi, The Maximum Permanent of a Stochastic Matrix of Bounded Rank , arXiv:2609.27911v1 (2026). doi:10.48550/arXiv.2609.27911 (https://doi.org/10.48550/arXiv.2609.27911).arXivDOI
- P. Flor, On groups of non-negative matrices , Compositio Math. 21 (1969), 376--382. https://archive.numdam.org/item/CM_1969__21_4_376_0/.link