ID: 1612.08807

Solving Parameterized Polynomial Systems with Decomposable Projections

December 28, 2016

View on ArXiv
Carlos Améndola, Julia Lindberg, Jose Israel Rodriguez
Mathematics
Computer Science
Algebraic Geometry
Numerical Analysis
Numerical Analysis

The Galois group of a parameterized polynomial system of equations encodes the structure of the solutions. This monodromy group acts on the set of solutions for a general set of parameters, that is, on the fiber of a projection from the incidence variety of parameters and solutions onto the space of parameters. When this projection is decomposable, the Galois group is imprimitive, and we show that the structure can be exploited for computational improvements. Furthermore, we develop a new algorithm for solving these systems based on a suitable trace test. We illustrate our method on examples in statistics, kinematics, and benchmark problems in computational algebra. In particular, we resolve a conjecture on the number of solutions of the moment system associated to a mixture of Gaussian distributions.

Similar papers 1

Decomposing Solution Sets of Polynomial Systems: A New Parallel Monodromy Breakup Algorithm

September 21, 2005

86% Match
Anton Leykin, Jan Verschelde
Distributed, Parallel, and C...
Numerical Analysis
Algebraic Geometry

We consider the numerical irreducible decomposition of a positive dimensional solution set of a polynomial system into irreducible factors. Path tracking techniques computing loops around singularities connect points on the same irreducible components. The computation of a linear trace for each factor certifies the decomposition. This factorization method exhibits a good practical performance on solution sets of relative high degrees. Using the same concepts of monodromy an...

Find SimilarView on arXiv

Solving polynomial systems via homotopy continuation and monodromy

September 28, 2016

85% Match
Timothy Duff, Cvetelina Hill, Anders Jensen, Kisun Lee, ... , Sommars Jeff
Algebraic Geometry
Mathematical Software

We study methods for finding the solution set of a generic system in a family of polynomial systems with parametric coefficients. We present a framework for describing monodromy based solvers in terms of decorated graphs. Under the theoretical assumption that monodromy actions are generated uniformly, we show that the expected number of homotopy paths tracked by an algorithm following this framework is linear in the number of solutions. We demonstrate that our software implem...

Find SimilarView on arXiv

Algebraic Techniques for Gaussian Models

October 23, 2006

85% Match
Mathias Drton
Statistics Theory
Statistics Theory

Many statistical models are algebraic in that they are defined by polynomial constraints or by parameterizations that are polynomial or rational maps. This opens the door for tools from computational algebraic geometry. These tools can be employed to solve equation systems arising in maximum likelihood estimation and parameter identification, but they also permit to study model singularities at which standard asymptotic approximations to the distribution of estimators and tes...

Find SimilarView on arXiv

Using monodromy to recover symmetries of polynomial systems

December 20, 2023

85% Match
Timothy Duff, Viktor Korotynskiy, ... , Regan Margaret
Algebraic Geometry
Mathematical Software

Galois/monodromy groups attached to parametric systems of polynomial equations provide a method for detecting the existence of symmetries in solution sets. Beyond the question of existence, one would like to compute formulas for these symmetries, towards the eventual goal of solving the systems more efficiently. We describe and implement one possible approach to this task using numerical homotopy continuation and multivariate rational function interpolation. We describe addit...

Find SimilarView on arXiv

Multiprojective witness sets and a trace test

July 25, 2015

85% Match
Jonathan D. Hauenstein, Jose Israel Rodriguez
Algebraic Geometry

In the field of numerical algebraic geometry, positive-dimensional solution sets of systems of polynomial equations are described by witness sets. In this paper, we define multiprojective witness sets which encode the multidegree information of an irreducible multiprojective variety. Our main results generalize the regeneration solving procedure, a trace test, and numerical irreducible decomposition to the multiprojective case. Examples are included to demonstrate this new ap...

Find SimilarView on arXiv

Solving Decomposable Sparse Systems

January 13, 2020

84% Match
Taylor Brysiewicz, Jose Israel Rodriguez, ... , Yahl Thomas
Algebraic Geometry
Numerical Analysis
Numerical Analysis

Amendola et al. proposed a method for solving systems of polynomial equations lying in a family which exploits a recursive decomposition into smaller systems. A family of systems admits such a decomposition if and only if the corresponding Galois group is imprimitive. When the Galois group is imprimitive we consider the problem of computing an explicit decomposition. A consequence of Esterov's classification of sparse polynomial systems with imprimitive Galois groups is that ...

Find SimilarView on arXiv

Using monodromy to statistically estimate the number of solutions

April 24, 2020

84% Match
Jonathan D. Hauenstein, Samantha N. Sherman
Robotics
Numerical Analysis
Numerical Analysis

Synthesis problems for linkages in kinematics often yield large structured parameterized polynomial systems which generically have far fewer solutions than traditional upper bounds would suggest. This paper describes statistical models for estimating the generic number of solutions of such parameterized polynomial systems. The new approach extends previous work on success ratios of parameter homotopies to using monodromy loops as well as the addition of a trace test that prov...

Find SimilarView on arXiv

Paramotopy: Parameter homotopies in parallel

April 11, 2018

84% Match
Daniel J. Bates, Danielle Brake, Matthew Niemerg
Algebraic Geometry

Numerical algebraic geometry provides a number of efficient tools for approximating the solutions of polynomial systems. One such tool is the parameter homotopy, which can be an extremely efficient method to solve numerous polynomial systems that differ only in coefficients, not monomials. This technique is frequently used for solving a parameterized family of polynomial systems at multiple parameter values. Parameter homotopies have recently been useful in several areas of a...

Find SimilarView on arXiv

$u$-generation: solving systems of polynomials equation-by-equation

June 6, 2022

84% Match
Timothy Duff, Anton Leykin, Jose Israel Rodriguez
Algebraic Geometry
Numerical Analysis
Numerical Analysis

We develop a new method that improves the efficiency of equation-by-equation algorithms for solving polynomial systems. Our method is based on a novel geometric construction, and reduces the total number of homotopy paths that must be numerically continued. These improvements may be applied to the basic algorithms of numerical algebraic geometry in the settings of both projective and multiprojective varieties. Our computational experiments demonstrate significant savings obta...

Find SimilarView on arXiv

Numerical computation of Galois groups

May 25, 2016

84% Match
Jonathan D. Hauenstein, Jose Israel Rodriguez, Frank Sottile
Algebraic Geometry
Numerical Analysis
Number Theory

The Galois/monodromy group of a family of geometric problems or equations is a subtle invariant that encodes the structure of the solutions. Computing monodromy permutations using numerical algebraic geometry gives information about the group, but can only determine it when it is the full symmetric group. We give numerical methods to compute the Galois group and study it when it is not the full symmetric group. One algorithm computes generators while the other gives informati...

Find SimilarView on arXiv