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[期刊论文]

Maximizing DR-submodular plus supermodular functions on the integer lattice subject to a cardinality constraint

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作者:

Zhang, Zhenning (Zhang, Zhenning.) | Du, Donglei (Du, Donglei.) | Jiang, Yanjun (Jiang, Yanjun.) | 展开

收录:

EI Scopus SCIE

摘要:

Arising from practical problems such as in sensor placement and influence maximization in social network, submodular and non-submodular maximization on the integer lattice has attracted much attention recently. In this work, we consider the problem of maximizing the sum of a monotone non-negative diminishing return submodular (DR-submodular) function and a supermodular function on the integer lattice subject to a cardinality constraint. By exploiting the special combinatorial structures in the problem, we introduce a decreasing threshold greedy algorithm with a binary search as its subroutine to solve the problem. To avoid introducing the diminishing return ratio and submodularity ratio of the objective function, we generalize the total curvatures of submodular functions and supermodular functions to the integer lattice version. We show that our algorithm has a constant approximation ratio parameterized by the new introduced total curvatures on integer lattice with a polynomial query complexity.

关键词:

Cardinality constraint Supermodular function Total curvature DR-submodular function Threshold greedy algorithm

作者机构:

  • [ 1 ] [Zhang, Zhenning]Beijing Univ Technol, Dept Operat Res & Informat Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Du, Donglei]Univ New Brunswick, Fac Business Adm, Fredericton, NB E3B 5A3, Canada
  • [ 3 ] [Jiang, Yanjun]Ludong Univ, Sch Math & Stat Sci, 186 Hongqi Middle Rd, Yantai 264025, Shandong, Peoples R China
  • [ 4 ] [Wu, Chenchen]Tianjin Univ Technol, Coll Sci, 391 Binshui West St, Tianjin, Peoples R China

通讯作者信息:

  • [Jiang, Yanjun]Ludong Univ, Sch Math & Stat Sci, 186 Hongqi Middle Rd, Yantai 264025, Shandong, Peoples R China

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来源 :

JOURNAL OF GLOBAL OPTIMIZATION

ISSN: 0925-5001

年份: 2021

期: 3

卷: 80

页码: 595-616

1 . 8 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:87

JCR分区:2

被引次数:

WoS核心集被引频次: 10

SCOPUS被引频次: 13

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