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A Tight Linear Time (1/2)-Approximation for Unconstrained Submodular Maximization

A tight linear time (1/2)-approximation for unconstrained submodular maximization
Authors: Buchbinder, Niv; Feldman, Moran; Seffi, Joseph; Schwartz, Roy;

A Tight Linear Time (1/2)-Approximation for Unconstrained Submodular Maximization

Abstract

Summary: We consider the \textsf{Unconstrained Submodular Maximization} problem in which we are given a nonnegative submodular function \(f:2^{\mathcal{N}}\to \mathbb R^+\), and the objective is to find a subset \(S\subseteq \mathcal{N}\) maximizing \(f(S)\). This is one of the most basic submodular optimization problems, having a wide range of applications. Some well-known problems captured by \textsf{Unconstrained Submodular Maximization} include \textsf{Max-Cut}, \textsf{Max-DiCut}, and variants of \textsf{Max-SAT} and maximum facility location. We present a simple randomized linear time algorithm achieving a tight approximation guarantee of 1/2, thus matching the known hardness result of \textit{U. Feige} et al. [SIAM J. Comput. 40, No. 4, 1133--1153 (2011; Zbl 1230.90198)]. Our algorithm is based on an adaptation of the greedy approach which exploits certain symmetry properties of the problem.

Keywords

Combinatorial optimization, linear time, Randomized algorithms, submodular functions, approximation algorithms, Approximation algorithms

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
228
Top 1%
Top 1%
Top 1%
bronze