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author:

Wan, Zongqi (Wan, Zongqi.) [1] | Zhang, Jialin (Zhang, Jialin.) [2] | Sun, Xiaoming (Sun, Xiaoming.) [3] | Zhang, Zhijie (Zhang, Zhijie.) [4] (Scholars:张智杰)

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EI

Abstract:

Symmetric submodular maximization is an important class of combinatorial optimization problems, including MAX-CUT on graphs and hyper-graphs. The state-of-the-art algorithm for the problem over general constraints has an approximation ratio of 0.432 [16]. The algorithm applies the canonical continuous greedy technique that involves a sampling process. It, therefore, suffers from high query complexity and is inherently randomized. In this paper, we present several efficient deterministic algorithms for maximizing a symmetric submodular function under various constraints. Specifically, for the cardinality constraint, we design a deterministic algorithm that attains a 0.432 ratio and uses O(kn) queries. Previously, the best deterministic algorithm attains a 0.385−ϵ ratio and uses [Formula presented] queries [12]. For the matroid constraint, we design a deterministic algorithm that attains a 1/3−ϵ ratio and uses O(knlog⁡ϵ−1) queries. Previously, the best deterministic algorithm can also attain 1/3−ϵ ratio but it uses much larger O(ϵ−1n4) queries [24]. For the packing constraints with a large width, we design a deterministic algorithm that attains a 0.432−ϵ ratio and uses O(n2) queries. To the best of our knowledge, there is no deterministic algorithm for the constraint previously. The last algorithm can be adapted to attain a 0.432 ratio for single knapsack constraint using O(n4) queries. Previously, the best deterministic algorithm attains a 0.316−ϵ ratio and uses Õ(n3) queries [2]. © 2025 Elsevier B.V.

Keyword:

Combinatorial optimization Expectation maximization algorithm Steepest descent method

Community:

  • [ 1 ] [Wan, Zongqi]State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences, China
  • [ 2 ] [Wan, Zongqi]School of Computer Science and Technology, University of Chinese Academy of Sciences, China
  • [ 3 ] [Zhang, Jialin]State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences, China
  • [ 4 ] [Zhang, Jialin]School of Computer Science and Technology, University of Chinese Academy of Sciences, China
  • [ 5 ] [Sun, Xiaoming]State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences, China
  • [ 6 ] [Sun, Xiaoming]School of Computer Science and Technology, University of Chinese Academy of Sciences, China
  • [ 7 ] [Zhang, Zhijie]Center for Applied Mathematics of Fujian Province, School of Mathematics and Statistics, Fuzhou University, China

Reprint 's Address:

  • 张智杰

    [zhang, zhijie]center for applied mathematics of fujian province, school of mathematics and statistics, fuzhou university, china

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Source :

Theoretical Computer Science

ISSN: 0304-3975

Year: 2025

Volume: 1046

0 . 9 0 0

JCR@2023

CAS Journal Grade:4

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: 0

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