Complexity of sparse polynomial solving: homotopy on toric varieties and the condition metric

preprint2017arXivOpen access

Abstract

This paper investigates the cost of solving systems of sparse polynomial equations by homotopy continuation. First, a space of systems of nn-variate polynomial equations is specified through nn monomial bases. The natural locus for the roots of those systems is known to be a certain toric variety. This variety is a compactification of (C∖{0})n(\mathbb C\setminus\{0\})^n, dependent on the monomial bases. A toric Newton operator is defined on that toric variety. Smale's alpha theory is generalized to provide criteria of quadratic convergence. Two condition numbers are defined and a higher derivative estimate is obtained in this setting. The Newton operator and related condition numbers turn out to be invariant through a group action related to the momentum map. A homotopy algorithm is given, and is proved to terminate after a number of Newton steps which is linear on the condition length of the lifted homotopy path. This generalizes a result from Shub (2009).

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