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High Degree Sum of Squares Proofs, Bienstock--Zuckerberg Hierarchy, and Chvátal--Gomory Cuts
SIAM Journal on Optimization ( IF 3.1 ) Pub Date : 2020-03-03 , DOI: 10.1137/17m1150712
Monaldo Mastrolilli

SIAM Journal on Optimization, Volume 30, Issue 1, Page 798-822, January 2020.
Chvátal--Gomory cuts (CG-cuts) and the Bienstock--Zuckerberg hierarchy capture useful linear programs that the standard bounded degree sum-of-squares (SoS) hierarchy fails to capture. In this paper we present a novel polynomial time SoS hierarchy for 0/1 problems with a custom subspace of high degree polynomials (not the standard subspace of low degree polynomials). We show that the new SoS hierarchy recovers the Bienstock--Zuckerberg hierarchy. Our result implies a linear program that reproduces the Bienstock--Zuckerberg hierarchy as a polynomial-sized, efficiently constructible extended formulation that satisfies all constant pitch inequalities. The construction is also very simple, and it is fully defined by giving the supporting polynomials. Moreover, for a class of polytopes (e.g., set cover and packing problems), the resulting SoS hierarchy optimizes in polynomial time over the polytope resulting from any constant rounds of CG-cuts, up to an arbitrarily small error in the solution value. Arguably, this is the first example where different basis functions can be useful in asymmetric situations to obtain a hierarchy of relaxations.


中文翻译:

平方证明,Bienstock-Zuckerberg层次结构和Chvátal-Gomory割的高和

SIAM优化杂志,第30卷,第1期,第798-822页,2020年1月。
Chvátal-Gomory切割(CG-cuts)和Bienstock-Zuckerberg层次结构捕获了有用的线性程序,而标准有界平方和(SoS)层次结构无法捕获。在本文中,我们针对高阶多项式的自定义子空间(不是低阶多项式的标准子空间)提出了一种针对0/1问题的新型多项式时间SoS层次结构。我们表明,新的SoS层次结构恢复了Bienstock-Zuckerberg层次结构。我们的结果暗示了一个线性程序,该程序将Bienstock-Zuckerberg层次结构重现为满足所有恒定音高不等式的多项式大小,可有效构造的扩展公式。构造也非常简单,并且通过给出支持多项式来完全定义。此外,对于一类多面体(例如,设置覆盖物和包装问题),最终的SoS层次结构会优化由CG剪切的任何恒定轮次产生的多面体的多项式时间,直到求解值的误差很小。可以说,这是第一个示例,其中在不对称情况下不同的基函数可用于获得松弛层次。
更新日期:2020-03-03
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