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Detecting maximum k-durable structures on temporal graphs

delete2023-07-01
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PRE
AI
F
Faming Li *
邹
邹兆年 (Zhaonian Zou)
刘
刘显敏 (Xianmin Liu)
李
李建忠 (Jianzhong Li)
X
Xiaochun Yang
B
Bin Wang
DOI:10.1016/j.knosys.2023.110561delete
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Abstract

Abstract

En 中文
In this paper, we study the problem of detecting maximum k-durable structures on temporal graphs, which can be used to mine and analyze more knowledge behind the temporal graphs. We first prove that this problem is NP-complete and hard to approximate. Next, we propose an efficient algorithm to detect maximum k-durable structures. The algorithm accelerates the detection process by using an auxiliary graph and several well-designed pruning strategies. Massive experiments on five large temporal social networks demonstrate that our algorithm can save 2-4 orders of magnitude number of recursive invocation and is at least 30x faster than the baseline algorithm.(c) 2023 Elsevier B.V. All rights reserved.
Keywords:
Temporal graph
Durable structure
Parameterized complexity
Biclique

Journal

K
Knowledge-Based Systems
IF:
7.6
Papers:
1.3W
Citations:
4.5W

Organization

H
harbin institute of technology
Scholars:
8.0W
Papers: 6.6W
Citations: 66
N
northeastern university - china
Scholars:
3.2W
Papers: 2.7W
Citations: 37
C
chinese academy of sciences
Scholars:
56.7W
Papers: 45.0W
Citations: 704
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