Françoise Tisseur: Exploiting Tropical Algebra in Numerical Linear Algebra

Françoise Tisseur, University of Manchester

The tropical semiring consists of the real numbers and infinity along with two binary operations: addition defined by the max or min operation and multiplication. Tropical algebra is the tropical analogue of linear algebra, working with matrices with entries on the extended real line. There are analogues of eigenvalues and singular values of matrices, and matrix factorizations in the tropical setting, and when combined with a valuation map these analogues offer `order of magnitude' approximations to eigenvalues and singular values, and factorizations of matrices in the usual algebra. What makes tropical algebra a useful tool for numerical linear algebra is that these tropical analogues are usually cheaper to compute than those in the conventional algebra. They can then be used in the design of preprocessing steps to  improve the numerical behaviour of algorithms. In this talk I will review the
contributions of tropical algebra to numerical linear algebra and discuss recent results on the selection of Hungarian scalings prior to solving linear systems and eigenvalue problems.

Event Date
2025-02-24
Event Time
04:00 pm ~ 05:00 pm
Event Location
617 Wachman Hall