On Smale's 17th problem over the reals
Data Structures and Algorithms
2024-12-10 v2 Numerical Analysis
Numerical Analysis
Optimization and Control
Probability
Abstract
We consider the problem of efficiently solving a system of non-linear equations in . Addressing Smale's 17th problem stated in 1998, we consider a setting whereby the equations are random homogeneous polynomials of arbitrary degrees. In the complex case and for , Beltr\'{a}n and Pardo proved the existence of an efficient randomized algorithm and Lairez recently showed it can be de-randomized to produce a deterministic efficient algorithm. Here we consider the real setting, to which previously developed methods do not apply. We describe a polynomial time algorithm that finds solutions (with high probability) for if the maximal degree is bounded by and for if the maximal degree is larger than .
Cite
@article{arxiv.2405.01735,
title = {On Smale's 17th problem over the reals},
author = {Andrea Montanari and Eliran Subag},
journal= {arXiv preprint arXiv:2405.01735},
year = {2024}
}
Comments
49 pages