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Computer Science > Data Structures and Algorithms

Title: On Smale's 17th problem over the reals

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 an algorithm that efficiently finds solutions (with high probability) for $n= d -O(\sqrt{d\log d})$. If the maximal degree is very large, we also give an algorithm that works up to $n=d-1$.
Comments: 44 pages
Subjects: Data Structures and Algorithms (cs.DS); Numerical Analysis (math.NA); Optimization and Control (math.OC); Probability (math.PR)
Cite as: arXiv:2405.01735 [cs.DS]
  (or arXiv:2405.01735v1 [cs.DS] for this version)

Submission history

From: Andrea Montanari [view email]
[v1] Thu, 2 May 2024 21:10:16 GMT (54kb)

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