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作者:

Yang, Ruiqi (Yang, Ruiqi.) | Xu, Dachuan (Xu, Dachuan.) (学者:徐大川) | Guo, Longkun (Guo, Longkun.) | Zhang, Dongmei (Zhang, Dongmei.)

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摘要:

In this paper, we study the problem of maximizing a sequence submodular function in the streaming setting, where the utility function is defined on sequences instead of sets of elements. We encode the sequence submodular maximization with a weighted digraph, in which the weight of a vertex reveals the utility value in selecting a single element and the weight of an edge reveals the additional profit with respect to a certain selection sequence. The edges are visited in a streaming fashion and the aim is to sieve a sequence of at most k elements from the stream, such that the utility is maximized. In this work, we present an edge-based threshold procedure, which makes one pass over the stream, attains an approximation ratio of (1 / (2 Δ+ 1) - O()) , consumes O(kΔ/ ) memory source in total and O(log (kΔ) / ) update time per edge, where Δ is the minimum of the maximal outdegree and indegree of the directed graph. © 2020, Springer Science+Business Media, LLC, part of Springer Nature.

关键词:

Combinatorial mathematics Directed graphs Mathematical techniques

作者机构:

  • [ 1 ] [Yang, Ruiqi]Department of Operations Research and Information Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Yang, Ruiqi]School of Mathematical Sciences, University of Chinese Academy Sciences, Beijing; 100049, China
  • [ 3 ] [Xu, Dachuan]Department of Operations Research and Information Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 4 ] [Guo, Longkun]Shandong Key Laboratory of Computer Networks, School of Computer Science and Technology, Qilu University of Technology (Shandong Academy of Sciences), Jinan; 250353, China
  • [ 5 ] [Zhang, Dongmei]School of Computer Science and Technology, Shandong Jianzhu University, Jinan; 250101, China

通讯作者信息:

  • [guo, longkun]shandong key laboratory of computer networks, school of computer science and technology, qilu university of technology (shandong academy of sciences), jinan; 250353, china

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来源 :

Journal of Combinatorial Optimization

ISSN: 1382-6905

年份: 2021

期: 1

卷: 41

页码: 43-55

1 . 0 0 0

JCR@2022

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