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Author:

Tan, Jingjing (Tan, Jingjing.) | Yang, Ruiqi (Yang, Ruiqi.) | Zhang, Yapu (Zhang, Yapu.) | Zhu, Mingyue (Zhu, Mingyue.)

Indexed by:

EI Scopus SCIE

Abstract:

We study the problem of maximizing a monotone non-submodular function under a d knapsack constraint on the integer lattice. We propose three streaming algorithms to approach this problem. We first design a two-pass min{alpha(1 - epsilon)/2(alpha+1)d, 1 - 1/alpha(w)2(alpha) - epsilon}-approximate algorithm with total memory complexity O(log d beta(-1)/beta epsilon), and total query complexity for each element O(log || B ||(infinity) log d beta(-1)/epsilon). The algorithm relies on a binary search technique to determine the amount of the current elements to be added into the output solution. It also requires to have a good estimate of the optimal value, we use the maximum value of the unit standard vector which can be obtained by reading a round of data to construct a guess set of the optimal value. Then, we modify our algorithm to avoid a repetitive reading of data by dynamically update the maximum value of the unit vector along with the coming elements, and obtain a one-pass streaming algorithm with same approximate ratio. Moreover, we design an improved StreamingKnapsack algorithm to reduce the memory complexity to O(d/epsilon(2)).

Keyword:

Streaming algorithm non-submodular function integer lattice knapsack constraint

Author Community:

  • [ 1 ] [Tan, Jingjing]Weifang Univ, Sch Math & Informat Sci, Weifang 261061, Peoples R China
  • [ 2 ] [Yang, Ruiqi]Beijing Univ Technol, Beijing Inst Sci & Engn Comp, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang, Yapu]Beijing Univ Technol, Beijing Inst Sci & Engn Comp, Beijing 100124, Peoples R China
  • [ 4 ] [Zhu, Mingyue]Beijing Univ Technol, Beijing Inst Sci & Engn Comp, Beijing 100124, Peoples R China

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Source :

ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH

ISSN: 0217-5959

Year: 2023

Issue: 05

Volume: 40

1 . 4 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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