Efficient evaluation of noncommutative polynomials using tensor and noncommutative Waring decompositions
Abstract
This paper analyses a Waring type decomposition of a noncommuting (NC) polynomial with respect to the goal of evaluating efficiently on tuples of matrices. Such a decomposition can reduce the number of matrix multiplications needed to evaluate a noncommutative polynomial and is valuable when a single polynomial must be evaluated on many matrix tuples. In pursuit of this goal we examine a noncommutative analog of the classical Waring problem and various related decompositions. For example, we consider a "Waring decomposition" in which each product of linear terms is actually a power of a single linear NC polynomial or more generally a power of a homogeneous NC polynomial. We describe how NC polynomials compare to commutative ones with regard to these decompositions, describe a method for computing the NC decompositions and compare the effect of various decompositions on the speed of evaluation of generic NC polynomials.
Keywords
Cite
@article{arxiv.1903.05910,
title = {Efficient evaluation of noncommutative polynomials using tensor and noncommutative Waring decompositions},
author = {Eric Evert and J. William Helton and Shiyuan Huang and Jiawang Nie},
journal= {arXiv preprint arXiv:1903.05910},
year = {2022}
}
Comments
31 pages, includes table of contents