Optimization over polynomials: Selected topics

نویسنده

  • Monique Laurent
چکیده

Minimizing a polynomial function over a region defined by polynomial inequalities mod4 els broad classes of hard problems from combinatorics, geometry and optimization. New algorithmic 5 approaches have emerged recently for computing the global minimum, by combining tools from real 6 algebra (sums of squares of polynomials) and functional analysis (moments of measures) with semidef7 inite optimization. Sums of squares are used to certify positive polynomials, combining an old idea of 8 Hilbert with the recent algorithmic insight that they can be checked efficiently with semidefinite opti9 mization. The dual approach revisits the classical moment problem and leads to algorithmic methods 10 for checking optimality of semidefinite relaxations and extracting global minimizers. We review some 11 selected features of this general methodology, illustrate how it applies to some combinatorial graph 12 problems, and discuss links with other relaxation methods. 13 Mathematics Subject Classification (2010). Primary 44A60, 90C22, 90C27, 90C30; Secondary 14 14P10, 13J30, 15A99. 15

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Algebraic adjoint of the polynomials-polynomial matrix multiplication

This paper deals with a result concerning the algebraic dual of the linear mapping defined by the multiplication of polynomial vectors by a given polynomial matrix over a commutative field

متن کامل

Using an Imperialistic Competitive Algorithm in Global Polynomials Optimization (Case Study: 2D Geometric Correction of IKONOS and SPOT Imagery)

The number of high resolution space imageries in photogrammetry and remote sensing society is growing fast. Although these images provide rich data, the lack of sensor calibration information and ephemeris data does not allow the users to apply precise physical models to establish the functional relationship between image space and object space. As an alternative solution, some generalized mode...

متن کامل

Identities for the Classical Polynomials Through Sums of Liouville Type

Polynomials defined recursively over the integers such as Dickson polynomials, Chebychev polynomials, Fibonacci polynomials, Lucas polynomials, Bernoulli polynomials, Euler polynomials, and many others have been extensively studied in the past. Most of these polynomials have some type of relationship between them and share a large number of interesting properties. They have been also found to b...

متن کامل

A Cutting Plane Method for Solving Convex Optimization Problems over the Cone of Nonnegative Polynomials

Many practical problems can be formulated as convex optimization problems over the cone of nonnegative univariate polynomials. We use a cutting plane method for solving this type of optimization problems in primal form. Therefore, we must be able to verify whether a polynomial is nonnegative, i.e. if it does not have real roots or all real roots are multiple of even order. In this paper an effi...

متن کامل

Optimization Problems over Non-negative Polynomials with Interpolation Constraints

Optimization problems over several cones of non-negative polynomials are described; we focus on linear constraints on the coefficients that represent interpolation constraints. For these problems, the complexity of solving the dual formulation is shown to be almost independent of the number of constraints, provided that an appropriate preprocessing has been performed. These results are also ext...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014