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A generalization of the Lowner-John's ellipsoid theorem

Jean B Lasserre(lasserre***at***laas.fr)

Abstract: We address the following generalization $P$ of the Lowner-John's ellipsoid problem. Given a (non necessarily convex) compact set $K\subset R^n$ and an even integer $d, find an homogeneous polynomial $g$ of degree $d$ such that $K\subset G:=\{x:g(x)\leq1\}$ and $G$ has minimum volume among all such sets. We show that $P$ is a convex optimization problem even if neither $K$ nor $G$ are convex! We next show that $P$ has a unique optimal solution and a characterization with at most ${n+d-1\choose d}$ contacts points in $K\cap G$ is also provided. This is the analogue for $d>2$ of the Lowner-John's theorem in the quadratic case $d=2$, but importantly, we neither require the set $K$ nor the sublevel set $G$ to be convex. More generally, there is also an homogeneous polynomial $g$ of even degree $d$ and a point $a\in R^n$ such that $K\subset G_a:=\{x:g(x-a)\leq1\}$ and $G_a$ has minimum volume among all such sets (but uniqueness is not guaranteed). Finally, we also outline a numerical scheme to approximate as closely as desired the optimal value and an optimal solution. It consists of solving a hierarchy of convex optimization problems with strictly convex objective function and Linear Matrix Inequality (LMI) constraints.

Keywords: homogeneous polynomials; Lowner-John's problem;

Category 1: Nonlinear Optimization

Category 2: Convex and Nonsmooth Optimization (Convex Optimization )

Category 3: Linear, Cone and Semidefinite Programming (Semi-definite Programming )

Citation:

Download: [PDF]

Entry Submitted: 02/20/2013
Entry Accepted: 02/20/2013
Entry Last Modified: 02/20/2013

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