• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

Zhang, Hongxiang (Zhang, Hongxiang.) | Xu, Dachuan (Xu, Dachuan.) (学者:徐大川) | Guo, Longkun (Guo, Longkun.) | Tan, Jingjing (Tan, Jingjing.)

收录:

EI SCIE

摘要:

In the paper, we consider the problem of maximizing the multilinear extension of a nonsubmodular set function subject to a k-cardinality constraint with adaptive rounds of evaluation queries. We devise an algorithm which achieves a ratio of ( 1- e-(gamma 2)- epsilon) and requires O (logn/epsilon(2)) adaptive rounds and O(logn/epsilon(2)) queries, where gamma is the continuous generic submodularity ratio that compares favorably in flexibility to the traditional submodularity ratio proposed by Das and Kempe. The key idea of our algorithm is originated from the parallel-greedy algorithm proposed by Chekuri et al., but incorporating with two major changes to retain the performance guarantee: First, identify all good coordinates with the continuous generic submodularity ratio and gradient values approximately as large as the best coordinate, and increase along all these coordinates uniformly; Second, increase xalong these coordinates by a dynamical increment whose value depends on gamma. The key difficulty of our algorithm is that when the function is nonsubmodular, the set of the best coordinate does not decrease during iterations; while provided submodularity, the decreasing can be ensured by the parallel-greedy algorithm. Our algorithms slightly compromise performance guarantee for the sake of extending to constrained nonsubmodular maximization with parallelism, provided that the state-of-art algorithm for the corresponding submodular version attains an approximation ratio of (1 - 1/e- epsilon) and requires O (logn/epsilon(2)) adaptive rounds. (C) 2021 Elsevier B.V. All rights reserved.

关键词:

Adaptive Continuous generic submodularity ratio Multilinear relaxation Nonsubmodular

作者机构:

  • [ 1 ] [Zhang, Hongxiang]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 Comp Sci Ctr, Sch Comp Sci & Technol, Shandong Key Lab Comp Networks,Shandong Acad Sci, Jinan 250353, Peoples R China
  • [ 4 ] [Tan, Jingjing]Weifang Univ, Sch Math & Informat Sci, Weifang 261061, Peoples R China

通讯作者信息:

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

查看成果更多字段

相关关键词:

相关文章:

来源 :

THEORETICAL COMPUTER SCIENCE

ISSN: 0304-3975

年份: 2021

卷: 864

页码: 129-137

1 . 1 0 0

JCR@2022

ESI高被引阀值:11

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次:

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 4

归属院系:

在线人数/总访问数:1651/2985153
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司