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Author:

Sun, Xin (Sun, Xin.) | Xu, Dachuan (Xu, Dachuan.) | Guo, Longkun (Guo, Longkun.) | Li, Min (Li, Min.)

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CPCI-S EI Scopus

Abstract:

In the paper, we propose a deterministic approximation algorithm for maximizing a generalized monotone submodular function subject to a matroid constraint. The function is generalized through a curvature parameter c is an element of[0, 1], and essentially reduces to a submodular function when c = 1. Our algorithm employs the deterministic approximation devised by Buchbinder et al. [3] for the c = 1 case of the problem as a building block, and eventually attains an approximation ratio of 1+g(c)(x)+ Delta center dot [3+c-( 2+c)x-( 1+c)g(c)(x)] / 2+c+(1+c)(1-x) for the curvature parameter c is an element of[0, 1] and for a calibrating parameter that is any x is an element of[0, 1]. For c = 1, the ratio attains 0.5008 by setting x = 0.9, coinciding with the renowned performance guarantee of the problem. Moreover, when the submodular set function degenerates to a linear function, our generalized algorithm always produces optimum solutions and thus achieves an approximation ratio 1.

Keyword:

Submodular optimization Matroid constraint Curvature Deterministic 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 Acad Sci, Sch Comp Sci & Technol, Jinan 250353, Peoples R China
  • [ 4 ] [Li, Min]Shandong Normal Univ, Sch Math & Stat, Jinan 250014, Peoples R China

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Source :

THEORY AND APPLICATIONS OF MODELS OF COMPUTATION, TAMC 2020

ISSN: 0302-9743

Year: 2020

Volume: 12337

Page: 205-214

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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