International audienceThis is the first comprehensive introduction to the powerful moment approach for solving global optimization problems (and some related problems) described by polynomials (and even semi-algebraic functions). In particular, the author explains how to use relatively recent results from real algebraic geometry to provide a systematic numerical scheme for computing the optimal value and global minimizers. Indeed, among other things, powerful positivity certificates from real algebraic geometry allow one to define an appropriate hierarchy of semidefinite (SOS) relaxations or LP relaxations whose optimal values converge to the global minimum. Several extensions to related optimization problems are also described. Graduate st...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
20 pagesInternational audienceWe describe algebraic certificates of positivity for functions belongi...
20 pagesInternational audienceWe describe algebraic certificates of positivity for functions belongi...
Many important applications in global optimization, algebra, probability and statistics, applied mat...
International audienceSemidefinite and conic optimization is a major and thriving research area with...
International audienceSemidefinite and conic optimization is a major and thriving research area with...
In this chapter we present the moment based approach for computing all real solutions of a given sys...
33 pages, 2 figures, 5 tablesIn a first contribution, we revisit two certificates of positivity on (...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
Minimizing a polynomial function over a region defined by polynomial inequalities models broad class...
20 pagesInternational audienceWe describe algebraic certificates of positivity for functions belongi...
20 pagesInternational audienceWe describe algebraic certificates of positivity for functions belongi...
Many important applications in global optimization, algebra, probability and statistics, applied mat...
International audienceSemidefinite and conic optimization is a major and thriving research area with...
International audienceSemidefinite and conic optimization is a major and thriving research area with...
In this chapter we present the moment based approach for computing all real solutions of a given sys...
33 pages, 2 figures, 5 tablesIn a first contribution, we revisit two certificates of positivity on (...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...
33 pages, 2 figures, 5 tablesInternational audienceIn a first contribution, we revisit two certifica...