Tight Sum-of-Squares lower bounds for binary polynomial optimization problems

May 10, 2016 ยท The Ethereal ยท ๐Ÿ› International Colloquium on Automata, Languages and Programming

๐Ÿ”ฎ THE ETHEREAL: The Ethereal
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Authors Adam Kurpisz, Samuli Leppรคnen, Monaldo Mastrolilli arXiv ID 1605.03019 Category cs.CC: Computational Complexity Cross-listed cs.DS Citations 14 Venue International Colloquium on Automata, Languages and Programming Last Checked 2 months ago
Abstract
We give two results concerning the power of the Sum-of-Squares(SoS)/Lasserre hierarchy. For binary polynomial optimization problems of degree $2d$ and an odd number of variables $n$, we prove that $\frac{n+2d-1}{2}$ levels of the SoS/Lasserre hierarchy are necessary to provide the exact optimal value. This matches the recent upper bound result by Sakaue, Takeda, Kim and Ito. Additionally, we study a conjecture by Laurent, who considered the linear representation of a set with no integral points. She showed that the Sherali-Adams hierarchy requires $n$ levels to detect the empty integer hull, and conjectured that the SoS/Lasserre rank for the same problem is $n-1$. We disprove this conjecture and derive lower and upper bounds for the rank.
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