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Author:

Li, Yanzhi (Li, Yanzhi.) | Liu, Zhicheng (Liu, Zhicheng.) | Xu, Chuchu (Xu, Chuchu.) | Li, Ping (Li, Ping.) | Zhang, Xiaoyan (Zhang, Xiaoyan.) | Chang, Hong (Chang, Hong.)

Indexed by:

EI Scopus SCIE

Abstract:

The concept of submodularity has wide applications in data science, artificial intelligence, and machine learning, providing a boost to the investigation of new ideas, innovative techniques, and creative algorithms to solve different submodular optimization problems arising from a diversity of applications. However pure submodular problems only represent a small portion of the problems we are facing in real life applications. In this paper, we further discuss the two-stage submodular maximization problem under a l-matroid constraint. We design an approximation algorithm with constant approximation ratio with respect to the curvature, which improves the previous bound. In addition, we generalize our algorithm to the two-stage submodular maximization problem under a l-exchange system constraint.

Keyword:

l-matroid constraint l-exchange system constraint Two-stage submodular maximization Curvature

Author Community:

  • [ 1 ] [Li, Yanzhi]Univ Sci & Technol China, Sch Math Sci, Hefei 230026, Peoples R China
  • [ 2 ] [Liu, Zhicheng]Beijing Univ Technol, Beijing Inst Sci & Engn Comp, Beijing 100124, Peoples R China
  • [ 3 ] [Xu, Chuchu]Nanjing Normal Univ, Sch Math Sci & Inst Math, Nanjing 210023, Peoples R China
  • [ 4 ] [Zhang, Xiaoyan]Nanjing Normal Univ, Sch Math Sci & Inst Math, Nanjing 210023, Peoples R China
  • [ 5 ] [Chang, Hong]Nanjing Normal Univ, Sch Math Sci & Inst Math, Nanjing 210023, Peoples R China
  • [ 6 ] [Li, Ping]Huawei Technol Co Ltd, Cent Res Inst, Theory Lab, Hong Kong 9990777, Peoples R China

Reprint Author's Address:

  • [Chang, Hong]Nanjing Normal Univ, Sch Math Sci & Inst Math, Nanjing 210023, Peoples R China;;

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Source :

JOURNAL OF COMBINATORIAL OPTIMIZATION

ISSN: 1382-6905

Year: 2023

Issue: 2

Volume: 45

1 . 0 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:9

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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