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作者:

Wang, Yijing (Wang, Yijing.) | Xu, Dachuan (Xu, Dachuan.) (学者:徐大川) | Wang, Yishui (Wang, Yishui.) | Zhang, Dongmei (Zhang, Dongmei.)

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EI Scopus SCIE

摘要:

The problem of maximizing a normalized monotone non-submodular set function subject to a cardinality constraint arises in the context of extracting information from massive streaming data. In this paper, we present four streaming algorithms for this problem by utilizing the concept of diminishing-return ratio. We analyze these algorithms to obtain the corresponding approximation ratios, which generalize the previous results for the submodular case. The numerical experiments show that our algorithms have better solution quality and competitive running time when compared to an existing algorithm.

关键词:

Set function Cardinality constraint Streaming algorithm Non-submodular maximization

作者机构:

  • [ 1 ] [Wang, Yijing]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Xu, Dachuan]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Wang, Yishui]Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen 518055, Peoples R China
  • [ 4 ] [Zhang, Dongmei]Shandong Jianzhu Univ, Sch Comp Sci & Technol, Jinan 250101, Shandong, Peoples R China

通讯作者信息:

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

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来源 :

JOURNAL OF GLOBAL OPTIMIZATION

ISSN: 0925-5001

年份: 2019

期: 4

卷: 76

页码: 729-743

1 . 8 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:136

JCR分区:1

被引次数:

WoS核心集被引频次: 25

SCOPUS被引频次: 29

ESI高被引论文在榜: 0 展开所有

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