Integration and optimization of multivariate polynomials by restriction onto a random subspace

被引:13
作者
Barvinok, Alexander [1 ]
机构
[1] Univ Michigan, Dept Math, Ann Arbor, MI 48109 USA
关键词
polynomials; integration; Wick formula; algorithms; random subspaces; Gaussian measure;
D O I
10.1007/s10208-005-0178-x
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We consider the problem of efficient integration of an n-variate polynomial with respect to the Gaussian measure in R-n and related problems of complex integration and optimization of a polynomial on the unit sphere. We identify a class of n-variate polynomials f for which the integral of any positive integer power f P over the whole space is well approximated by a properly scaled integral over a random subspace of dimension O (log n). Consequently, the maximum of f on the unit sphere is well approximated by a properly scaled maximum on the unit sphere in a random subspace of dimension O (log n). We discuss connections with problems of combinatorial counting and applications to efficient approximation of a hafnian of a positive matrix.
引用
收藏
页码:229 / 244
页数:16
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