Computing gaussian \& exponential measures of semi-algebraic sets
Optimization and Control
2017-07-11 v2
Abstract
We provide a numerical scheme to approximate as closely as desired the Gaussian or exponential measure of (not necessarily compact) basic semi-algebraic sets. We obtain two monotone (non increasing and non decreasing) sequences of upper and lower bounds , , , each converging to as . For each , computing or reduces to solving a semidefinite program whose size increases with . Some preliminary (small dimension) computational experiments are encouraging and illustrate thepotential of the method. The method also works for any measure whose moments are known and which satisfies Carleman's condition.
Cite
@article{arxiv.1508.06132,
title = {Computing gaussian \& exponential measures of semi-algebraic sets},
author = {Jean-Bernard Lasserre},
journal= {arXiv preprint arXiv:1508.06132},
year = {2017}
}
Comments
To appear in Advances in Applied Mathematics