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Author:

Ji, Sai (Ji, Sai.) | Xu, Dachuan (Xu, Dachuan.) (Scholars:徐大川) | Li, Min (Li, Min.) | Wang, Yishui (Wang, Yishui.) | Zhang, Dongmei (Zhang, Dongmei.)

Indexed by:

EI Scopus

Abstract:

In this paper, we consider the problem of maximizing the sum of a submodular and a supermodular (BP) function (both are non-negative) under cardinality constraint and p-system constraint respectively, which arises in many real-world applications such as data science, machine learning and artificial intelligence. Greedy algorithm is widely used to design an approximation algorithm. However, in many applications, evaluating the value of the objective function is expensive. In order to avoid a waste of time and money, we propose a Stochastic-Greedy (SG) algorithm, a Stochastic-Standard-Greedy (SSG) algorithm as well as a Random-Greedy (RG) for the monotone BP maximization problems under cardinality constraint, p-system constraint as well as the non-monotone BP maximization problems under cardinality constraint, respectively. The SSG algorithm also works well on the monotone BP maximization problems under cardinality constraint. Numerical experiments for the monotone BP maximization under cardinality constraint is made for comparing the SG algorithm and the SSG algorithm in the previous works. The results show that the guarantee of the SG algorithm is worse than the SSG algorithm, but the SG algorithm is faster than SSG algorithm, especially for the large-scale instances. © 2020, Springer Nature Switzerland AG.

Keyword:

Backpropagation Global optimization Data Science Approximation algorithms Stochastic systems

Author Community:

  • [ 1 ] [Ji, Sai]College of Applied Sciences, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Xu, Dachuan]College of Applied Sciences, Beijing University of Technology, Beijing; 100124, China
  • [ 3 ] [Li, Min]School of Mathematics and Statistics, Shandong Normal University, Jinan, China
  • [ 4 ] [Wang, Yishui]Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen; 518055, China
  • [ 5 ] [Zhang, Dongmei]School of Computer Science and Technology, Shandong Jianzhu University, Jinan; 250101, China

Reprint Author's Address:

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

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Source :

ISSN: 2194-5357

Year: 2020

Volume: 991

Page: 488-497

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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