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作者:

Zhang, Zhenning (Zhang, Zhenning.) | Liu, Bin (Liu, Bin.) | Wang, Yishui (Wang, Yishui.) | Xu, Dachuan (Xu, Dachuan.) (学者:徐大川) | Zhang, Dongmei (Zhang, Dongmei.)

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EI Scopus SCIE

摘要:

Submodular optimization has been well studied in combinatorial optimization. However, there are few works considering about non-submodular optimization problems which also have many applications, such as experimental design, some optimization problems in social networks, etc. In this paper, we consider the maximization of non-submodular function under a knapsack constraint, and explore the performance of the greedy algorithm, which is characterized by the submodularity ratio beta and curvature alpha. In particular, we prove that the greedy algorithm enjoys a tight approximation guarantee of (1 - e(-alpha beta))/alpha for the above problem. To our knowledge, it is the first tight constant factor for this problem. We further utilize illustrative examples to demonstrate the performance of our algorithm.

关键词:

Curvature Non-submodular Knapsack constraint Diminishing-return ratio Submodularity ratio

作者机构:

  • [ 1 ] [Zhang, Zhenning]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 ] [Liu, Bin]Ocean Univ China, Sch Math Sci, Qingdao 266100, Peoples R China
  • [ 4 ] [Wang, Yishui]Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen 518055, Peoples R China
  • [ 5 ] [Zhang, Dongmei]Shandong Jianzhu Univ, Sch Comp Sci & Technol, Jinan 250101, Peoples R China

通讯作者信息:

  • [Zhang, Dongmei]Shandong Jianzhu Univ, Sch Comp Sci & Technol, Jinan 250101, Peoples R China

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来源 :

JOURNAL OF COMBINATORIAL OPTIMIZATION

ISSN: 1382-6905

年份: 2020

期: 5

卷: 43

页码: 1125-1148

1 . 0 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:46

被引次数:

WoS核心集被引频次: 2

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

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