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Author:

Cui, Min (Cui, Min.) | Xu, Dachuan (Xu, Dachuan.) (Scholars:徐大川) | Guo, Longkun (Guo, Longkun.) | Wu, Dan (Wu, Dan.)

Indexed by:

EI Scopus SCIE

Abstract:

Emerging applications in machine learning have imposed the problem of monotone non-submodular maximization subject to a cardinality constraint. Meanwhile, parallelism is prevalent for large-scale optimization problems in bigdata scenario while adaptive complexity is an important measurement of parallelism since it quantifies the number of sequential rounds by which the multiple independent functions can be evaluated in parallel. For a monotone non-submodular function and a cardinality constraint, this paper devises an adaptive algorithm for maximizing the function value with the cardinality constraint through employing the generic submodularity ratio gamma to connect the monotone set function with submodularity. The algorithm achieves an approximation ratio of 1 - e-(gamma 2) - epsilon and consumes O(log(n/eta)/epsilon(2)) adaptive rounds and O(n log log (k)/epsilon(3)) oracle queries in expectation. Furthermore, when gamma=1, the algorithm achieves an approximation guarantee 1 - 1/e - epsilon, achieving the same ratio as the state-of-art result for the submodular version of the problem.

Keyword:

Non-submodular optimization Cardinality constraint Parallel algorithm Submodularity ratio

Author Community:

  • [ 1 ] [Cui, Min]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 ] [Guo, Longkun]Qilu Univ Technol, Shandong Acad Sci, Shandong Key Lab Comp Networks, Sch Comp Sci & Technol,Shandong Comp Sci Ctr, Jinan 250353, Peoples R China
  • [ 4 ] [Wu, Dan]Henan Univ Sci & Technol, Sch Math & Stat, Luoyang 471023, Peoples R China

Reprint Author's Address:

  • [Guo, Longkun]Qilu Univ Technol, Shandong Acad Sci, Shandong Key Lab Comp Networks, Sch Comp Sci & Technol,Shandong Comp Sci Ctr, Jinan 250353, Peoples R China

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Source :

JOURNAL OF COMBINATORIAL OPTIMIZATION

ISSN: 1382-6905

Year: 2021

Issue: 5

Volume: 43

Page: 1671-1690

1 . 0 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:31

JCR Journal Grade:3

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 12

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