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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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摘要:

Although submodular maximization generalizes many fundamental problems in discrete optimization, lots of real-world problems are non-submodular. In this paper, we consider the maximization problem of non-submodular function with a knapsack constraint, and explore the performance of the greedy algorithm. Our guarantee is characterized by the submodularity ratio β and curvature α. In particular, we prove that the greedy algorithm enjoys a tight approximation guarantee of (Formula Presented) for the above problem. To our knowledge, it is the first tight constant factor for this problem. In addition, we experimentally validate our algorithm by an important application, the Bayesian A-optimality. © Springer Nature Switzerland AG 2019.

关键词:

Approximation algorithms Combinatorial mathematics Combinatorial optimization Optimization

作者机构:

  • [ 1 ] [Zhang, Zhenning]College of Applied Sciences, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Liu, Bin]School of Mathematical Science, Ocean University of China, Qingdao; 266100, China
  • [ 3 ] [Wang, Yishui]Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen; 518055, China
  • [ 4 ] [Xu, Dachuan]Department of Operations Research and Scientific Computing, Beijing University of Technology, Beijing; 100124, China
  • [ 5 ] [Zhang, Dongmei]School of Computer Science and Technology, Shandong Jianzhu University, Jinan; 250101, China

通讯作者信息:

  • [wang, yishui]shenzhen institutes of advanced technology, chinese academy of sciences, shenzhen; 518055, china

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ISSN: 0302-9743

年份: 2019

卷: 11653 LNCS

页码: 651-662

语种: 英文

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 5

ESI高被引论文在榜: 0 展开所有

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