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相关论文: On polyhedral approximations of the positive semid…

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We study the problem of approximating the cone of positive semidefinite (PSD) matrices with a cone that can be described by smaller-sized PSD constraints. Specifically, we ask the question: "how closely can we approximate the set of…

最优化与控制 · 数学 2022-09-08 Dogyoon Song , Pablo A. Parrilo

We relate the maximum semidefinite and linear extension complexity of a family of polytopes to the cardinality of this family and the minimum pairwise Hausdorff distance of its members. This result directly implies a known lower bound on…

最优化与控制 · 数学 2016-05-30 Gennadiy Averkov , Volker Kaibel , Stefan Weltge

We show that 1. for every $A\subseteq \{0, 1\}^n$, there exists a polytope $P\subseteq \mathbb{R}^n$ with $P \cap \{0, 1\}^n = A$ and extension complexity $O(2^{n/2})$, 2. there exists an $A\subseteq \{0, 1\}^n$ such that the extension…

计算几何 · 计算机科学 2021-05-26 Pavel Hrubeš , Navid Talebanfard

Sometimes, it is possible to represent a complicated polytope as a projection of a much simpler polytope. To quantify this phenomenon, the extension complexity of a polytope $P$ is defined to be the minimum number of facets of a (possibly…

组合数学 · 数学 2022-03-24 Matthew Kwan , Lisa Sauermann , Yufei Zhao

There has been a lot of interest recently in proving lower bounds on the size of linear programs needed to represent a given polytope P. In a breakthrough paper Fiorini et al. [Proceedings of 44th ACM Symposium on Theory of Computing 2012,…

最优化与控制 · 数学 2013-11-12 Hamza Fawzi , Pablo A. Parrilo

We develop techniques to construct a series of sparse polyhedral approximations of the semidefinite cone. Motivated by the semidefinite (SD) bases proposed by Tanaka and Yoshise (2018), we propose a simple expansion of SD bases so as to…

最优化与控制 · 数学 2021-06-01 Yuzhu Wang , Akihiro Tanaka , Akiko Yoshise

We prove that for any compact set B in R^d and for any epsilon >0 there is a finite subset X of B of |X|=d^{O(1/epsilon^2)} points such that the maximum absolute value of any linear function ell: R^d --> R on X approximates the maximum…

度量几何 · 数学 2012-04-13 Alexander Barvinok

In Rothvo\ss{} it was shown that there exists a 0/1 polytope (a polytope whose vertices are in \{0,1\}^{n}) such that any higher-dimensional polytope projecting to it must have 2^{\Omega(n)} facets, i.e., its linear extension complexity is…

计算复杂性 · 计算机科学 2013-12-04 Jop Briët , Daniel Dadush , Sebastian Pokutta

We prove that any extended formulation that approximates the matching polytope on $n$-vertex graphs up to a factor of $(1+\varepsilon)$ for any $\frac2n \le \varepsilon \le 1$ must have at least $\binom{n}{{\alpha}/{\varepsilon}}$ defining…

计算复杂性 · 计算机科学 2017-11-29 Makrand Sinha

The extension complexity of a polytope measures its amenability to succinct representations via lifts. There are several versions of extension complexity, including linear, real semidefinite, and complex semidefinite. We focus on the last…

组合数学 · 数学 2021-10-18 Tristram Bogart , João Gouveia , Juan Camilo Torres

We study the complexity of approximating the permanent of a positive semidefinite matrix $A\in \mathbb{C}^{n\times n}$. 1. We design a new approximation algorithm for $\mathrm{per}(A)$ with approximation ratio $e^{(0.9999 + \gamma)n}$,…

数据结构与算法 · 计算机科学 2024-04-18 Farzam Ebrahimnejad , Ansh Nagda , Shayan Oveis Gharan

We consider the NP-hard problem of minimizing a separable concave quadratic function over the integral points in a polyhedron, and we denote by D the largest absolute value of the subdeterminants of the constraint matrix. In this paper we…

最优化与控制 · 数学 2019-08-30 Alberto Del Pia

The problem of maximizing the $p$-th power of a $p$-norm over a halfspace-presented polytope in $\R^d$ is a convex maximization problem which plays a fundamental role in computational convexity. It has been shown in 1986 that this problem…

计算复杂性 · 计算机科学 2013-07-25 Christian Knauer , Stefan König , Daniel Werner

We give the first approximation algorithm for mixed packing and covering semidefinite programs (SDPs) with polylogarithmic dependence on width. Mixed packing and covering SDPs constitute a fundamental algorithmic primitive with recent…

数据结构与算法 · 计算机科学 2021-07-13 Arun Jambulapati , Yin Tat Lee , Jerry Li , Swati Padmanabhan , Kevin Tian

We prove that for every convex body $K$ with the center of mass at the origin and every $\varepsilon\in \left(0,\frac{1}{2}\right)$, there exists a convex polytope $P$ with at most $e^{O(d)}\varepsilon^{-\frac{d-1}{2}}$ vertices such that…

经典分析与常微分方程 · 数学 2017-05-05 Márton Naszódi , Fedor Nazarov , Dmitry Ryabogin

Postive semidefinite (PSD) cone is the cone of positive semidefinite matrices, and is the object of interest in semidefinite programming (SDP). A computational efficient approximation of the PSD cone is the $k$-PSD closure, $1 \leq k < n$,…

最优化与控制 · 数学 2021-06-07 Avinash Bhardwaj , Harshit Kothari , Vishnu Narayanan

We introduce a method for proving lower bounds on the efficacy of semidefinite programming (SDP) relaxations for combinatorial problems. In particular, we show that the cut, TSP, and stable set polytopes on $n$-vertex graphs are not the…

计算复杂性 · 计算机科学 2014-11-25 James R. Lee , Prasad Raghavendra , David Steurer

Positive semidefinite (PSD) cone is the cone of positive semidefinite matrices, and is the object of interest in semidefinite programming (SDP). A computational efficient approximation of the PSD cone is the $k$-PSD closure, $1 \leq k < n$,…

最优化与控制 · 数学 2024-05-03 Avinash Bhardwaj , Vishnu Narayanan , Abhishek Pathapati

The nonnegative and positive semidefinite (PSD-) ranks are closely connected to the nonnegative and positive semidefinite extension complexities of a polytope, which are the minimal dimensions of linear and SDP programs which represent this…

计算复杂性 · 计算机科学 2017-04-24 Andrii Riazanov , Mikhail Vyalyiy

We show that there exists a family of Knapsack polytopes such that, for each polytope P from this family and each {\epsilon} > 0, any {\epsilon}-approximated formulation of P in the original space R^n requires a number of inequalities that…

最优化与控制 · 数学 2015-03-18 Yuri Faenza , Laura Sanità
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