423 research outputs found
A Polyhedral Homotopy Algorithm For Real Zeros
We design a homotopy continuation algorithm, that is based on numerically
tracking Viro's patchworking method, for finding real zeros of sparse
polynomial systems. The algorithm is targeted for polynomial systems with
coefficients satisfying certain concavity conditions. It operates entirely over
the real numbers and tracks the optimal number of solution paths. In more
technical terms; we design an algorithm that correctly counts and finds the
real zeros of polynomial systems that are located in the unbounded components
of the complement of the underlying A-discriminant amoeba.Comment: some cosmetic changes are done and a couple of typos are fixed to
improve readability, mathematical contents remain unchange
Polynomial-Time Amoeba Neighborhood Membership and Faster Localized Solving
We derive efficient algorithms for coarse approximation of algebraic
hypersurfaces, useful for estimating the distance between an input polynomial
zero set and a given query point. Our methods work best on sparse polynomials
of high degree (in any number of variables) but are nevertheless completely
general. The underlying ideas, which we take the time to describe in an
elementary way, come from tropical geometry. We thus reduce a hard algebraic
problem to high-precision linear optimization, proving new upper and lower
complexity estimates along the way.Comment: 15 pages, 9 figures. Submitted to a conference proceeding
alphaCertified: certifying solutions to polynomial systems
Smale's alpha-theory uses estimates related to the convergence of Newton's
method to give criteria implying that Newton iterations will converge
quadratically to solutions to a square polynomial system. The program
alphaCertified implements algorithms based on alpha-theory to certify solutions
to polynomial systems using both exact rational arithmetic and arbitrary
precision floating point arithmetic. It also implements an algorithm to certify
whether a given point corresponds to a real solution to a real polynomial
system, as well as algorithms to heuristically validate solutions to
overdetermined systems. Examples are presented to demonstrate the algorithms.Comment: 21 page
Polynomial Equations: Theory and Practice
Solving polynomial equations is a subtask of polynomial optimization. This
article introduces systems of such equations and the main approaches for
solving them. We discuss critical point equations, algebraic varieties, and
solution counts. The theory is illustrated by many examples using different
software packages.Comment: This article will appear as a chapter of a forthcoming book
presenting research acitivies conducted in the European Network POEMA. It
discusses polynomial equations, with optimization as point of entry. 24
pages, 7 figure
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