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Author:

Zhang, Z. (Zhang, Z..) | Meng, K. (Meng, K..) | Du, D. (Du, D..) | Zhou, Y. (Zhou, Y..)

Indexed by:

EI Scopus SCIE

Abstract:

We investigate the problem of maximizing the sum of submodular and supermodular functions under a fairness constraint. This sum function is non-submodular in general. For an offline model, we introduce two approximation algorithms: A greedy algorithm and a threshold greedy algorithm. For a streaming model, we propose a one-pass streaming algorithm. We also analyze the approximation ratios of these algorithms, which all depend on the total curvature of the supermodular function. The total curvature is computable in polynomial time and widely utilized in the literature. © 1996-2012 Tsinghua University Press.

Keyword:

streaming algorithm supermodular function fairness constraint submodular function greedy algorithm threshold greedy algorithm

Author Community:

  • [ 1 ] [Zhang Z.]Beijing Institute for Scientific and Engineering Computing, Beijing University of Technology, Beijing, 100124, China
  • [ 2 ] [Meng K.]Beijing Institute for Scientific and Engineering Computing, Beijing University of Technology, Beijing, 100124, China
  • [ 3 ] [Du D.]University of New Brunswick, Faculty of Management, Fredericton, E3B 5A3, Canada
  • [ 4 ] [Zhou Y.]School of Mathematics and Statistics, Shandong Normal University, Jinan, 250014, China

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Source :

Tsinghua Science and Technology

ISSN: 1007-0214

Year: 2024

Issue: 1

Volume: 29

Page: 46-55

6 . 6 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:4

Cited Count:

WoS CC Cited Count:

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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