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Author:

Cui, M. (Cui, M..) | Du, D. (Du, D..) | Xu, D. (Xu, D..) | Yang, R. (Yang, R..)

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EI Scopus SCIE

Abstract:

Many combinatorial optimization problems can be reduced to submodular optimization problems. However, many cases in practical applications do not fully comply with the diminishing returns characteristic. This paper studies the problem of maximizing weakly-monotone non-submodular non-negative set functions without constraints, and extends the normal submodular ratio to weakly-monotone submodular ratio γ^. In this paper, two algorithms are given for the above problems. The first one is a deterministic greedy approximation algorithm, which realizes the approximation ratio of γ^γ^+2. When γ^ = 1 , the approximate ratio is 1/3, which matches the ratio of the best deterministic algorithm known for the maximization of submodular function without constraints. The second algorithm is a random greedy algorithm, which improves the approximation ratio to γ^γ^+1. When γ^ = 1 , the approximation ratio is 1/2, the same as the best algorithm for the maximization of unconstrained submodular set functions. © 2023, The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.

Keyword:

Weakly-monotone Non-submodular Unconstrained Greedy

Author Community:

  • [ 1 ] [Cui M.]Beijing Institute for Scientific and Engineering Computing, Beijing University of Technology, Beijing, 100124, China
  • [ 2 ] [Du D.]Faculty of Management, University of New Brunswick, Fredericton, E3B 5A3, NB, Canada
  • [ 3 ] [Xu D.]Beijing Institute for Scientific and Engineering Computing, Beijing University of Technology, Beijing, 100124, China
  • [ 4 ] [Yang R.]Beijing Institute for Scientific and Engineering Computing, Beijing University of Technology, Beijing, 100124, China
  • [ 5 ] [Yang R.]School of Mathematical Sciences, University of Chinese Academy Sciences, Beijing, 100049, China

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Source :

Journal of Combinatorial Optimization

ISSN: 1382-6905

Year: 2023

Issue: 1

Volume: 45

1 . 0 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:9

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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