bookSeries on optimization and its applicationsOct 1, 2009Closed access

Moments, Positive Polynomials and Their Applications

Centre National de la Recherche Scientifique · Laboratoire d'Analyse et d'Architecture des Systèmes · +3 more institutions

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Abstract

Many important applications in global optimization, algebra, probability and statistics, applied mathematics, control theory, financial mathematics, inverse problems, etc. can be modeled as a particular instance of the Generalized Moment Problem (GMP) . This book introduces a new general methodology to solve the GMP when its data are polynomials and basic semi-algebraic sets. This methodology combines semidefinite programming with recent results from real algebraic geometry to provide a hierarchy of semidefinite relaxations converging to the desired optimal value. Applied on appropriate cones,

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