• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Zhang, Zhenning (Zhang, Zhenning.) | Du, Donglei (Du, Donglei.) | Jiang, Yanjun (Jiang, Yanjun.) | Wu, Chenchen (Wu, Chenchen.)

Indexed by:

EI Scopus SCIE

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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

Reprint Author's Address:

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

Show more details

Related Keywords:

Source :

JOURNAL OF GLOBAL OPTIMIZATION

ISSN: 0925-5001

Year: 2021

Issue: 3

Volume: 80

Page: 595-616

1 . 8 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:87

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 10

SCOPUS Cited Count: 13

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

Affiliated Colleges:

Online/Total:1265/10613295
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.