Exponential Inapproximability of Selecting a Maximum Volume Sub-matrix

Computer Science – Computational Complexity

Scientific paper

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14 pages, 2 figures

Scientific paper

Given a matrix $A \in \mathbb{R}^{m \times n}$ ($n$ vectors in $m$ dimensions), and a positive integer $k < n$, we consider the problem of selecting $k$ column vectors from $A$ such that the volume of the parallelepiped they define is maximum over all possible choices. We prove that there exists $\delta<1$ and $c>0$ such that this problem is not approximable within $2^{-ck}$ for $k = \delta n$, unless $P=NP$.

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