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Operations research, linear programming, control theory, systems theory, optimal control, game theory

2 votes
3 answers
2k views

Solving a non-convex quadratically-constrained quadratic program

I have the following quadratic optimization problem: $\min_{\vec{x}} |\vec{x}|^2$ subject to $\vec{x}^T G_j \vec{x} \geq 1$, $j = 1 \ldots m$, where the $G_j$ are positive semidefinite. $|\vec{x}|$ is …
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  • 149
1 vote
1 answer
453 views

Minimizing ellipsoid over intersection of ellipsoids

Let's say I want to minimize a quadratic form $\sum_{j=1}^n c_jx_j^2$ (all $c_j$ are positive constants), which corresponds to an $n$ dimensional ellipsoid, over the outer part of the intersection of …
Kap's user avatar
  • 149
4 votes
1 answer
244 views

Unique matrix satisfying a system of equations

Assume I have a $n\times n$ positive semidefinite matrix $G$ of rank $p$ satisfying a set of $np - p(p-1)/2$ equations $v^T_jGv_j = 1$, $j = 1 \ldots np - p(p-1)/2$ for some given vectors $v_j$. It is …
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  • 149
5 votes
1 answer
2k views

Maximize sum of largest eigenvalues

Consider the following optimization problem: $\max_{\lambda_j(X)}\sum_{j=1}^n d_j\lambda_j(X)$ subject to $v_j^TXv_j \leq 1, X \geq 0$. $d_j$ are such that $d_1 \geq d_2 \geq \ldots \geq d_k > 0$, …
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  • 149