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Author:

Sun, Xin (Sun, Xin.) | Xu, Dachuan (Xu, Dachuan.) (Scholars:徐大川) | Guo, Longkun (Guo, Longkun.) | Li, Min (Li, Min.)

Indexed by:

EI Scopus SCIE

Abstract:

In this paper, we study the generalized submodular maximization problem with a non-negative monotone submodular set function as the objective function and subject to a matroid constraint. The problem is generalized through the curvature parameter alpha is an element of[0, 1] which measures how far a set function deviates from linearity to submodularity. We propose a deterministic approximation algorithm which uses the approximation algorithm proposed by Buchbinder et al. [2] as a building block and inherits the approximation guarantee for alpha = 1. For general value of the curvature parameter alpha is an element of [0, 1], we present an approximation algorithm with a factor of 1+h(alpha)(y)+Delta center dot[3+alpha-(2+alpha)y-(1+alpha)h(alpha)(y)]/2+alpha+(1+alpha)(1-y), where y is an element of [0, 1] is a predefined parameter for tuning the ratio. In particular, when alpha = 1 we obtain a ratio 0.5008when setting y = 0.9, coinciding with the renowned state-of-art approximate ratio; when alpha = 0 that the object is a linear function, the approximation factor equals one and our algorithm is indeed an exact algorithm that always produces optimum solutions. (C) 2021 Elsevier B.V. All rights reserved.

Keyword:

Submodular maximization Deterministic algorithm Matroid constraint Total curvature Approximation algorithm

Author Community:

  • [ 1 ] [Sun, Xin]Beijing Univ Technol, Dept Operat Res & Informat Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Xu, Dachuan]Beijing Univ Technol, Dept Operat Res & Informat Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Guo, Longkun]Qilu Univ Technol, Shandong Comp Sci Ctr, Sch Comp Sci & Technol, Shandong Key Lab Comp Networks,Shandong Acad Sci, Jinan 250353, Peoples R China
  • [ 4 ] [Guo, Longkun]Fuzhou Univ, Sch Comp & Data Sci, Fuzhou 350116, Peoples R China
  • [ 5 ] [Li, Min]Shandong Normal Univ, Sch Math & Stat, Jinan 250014, Peoples R China

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Source :

THEORETICAL COMPUTER SCIENCE

ISSN: 0304-3975

Year: 2021

Volume: 890

Page: 1-15

1 . 1 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:87

JCR Journal Grade:4

Cited Count:

WoS CC Cited Count: 5

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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