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On Smale's 17th problem over the reals

Published 2 May 2024 in cs.DS, cs.NA, math.NA, math.OC, and math.PR | (2405.01735v2)

Abstract: We consider the problem of efficiently solving a system of $n$ non-linear equations in ${\mathbb R}d$. Addressing Smale's 17th problem stated in 1998, we consider a setting whereby the $n$ equations are random homogeneous polynomials of arbitrary degrees. In the complex case and for $n= d-1$, 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 $n= d -O(\sqrt{d\log d})$ if the maximal degree is bounded by $d2$ and for $n=d-1$ if the maximal degree is larger than $d2$.

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