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Abstract:
The Maximum Core Spanning Tree (MCST) is a representative cohesive structure generated based on k-core, which is the maximum edge weight spanning tree indicating the 'staired coreness hierarchy' in each connected component. The edge weight here is defined as wuv=min{core(u),core(v)}, and core(x) is the corness of vertex x. Unlike the insertion maintenance problem of Maximum Spanning Tree (MST) which has known efficient algorithms, MCST insertion maintenance raises special challenges, which is mainly due to the cascaded vertex coreness changes after single-edge insertion. In this paper, we show a series of properties of MCST and MCST insertion maintenance problem and propose a LoopFree algorithm to maintain the MCST efficiently. In particular, the time complexity for MCST maintenance for edge insertion is bounded by O(|E∗|+|V|), where E∗ is the edge set whose edge weight changes after insertion. Through extensive evaluations, we show the proposed MCST insertion maintenance algorithm has good efficiency on real-world datasets. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.
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ISSN: 0302-9743
Year: 2024
Volume: 15179 LNCS
Page: 3-15
Language: English
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: 3
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