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Behavior pattern clustering in blockchain networks

delete2017-01-26
delete66
PRE
AI
B
Butian Huang
Z
Zhenguang Liu *
J
Jianhai Chen
刘
刘安安 (An-An Liu)
刘祺 封面图
刘祺 (Qi Liu)
Q
Qinming He
DOI:10.1007/s11042-017-4396-4delete
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摘要

摘要

En 中文
Blockchain holds promise for being the revolutionary technology, which has the potential to find applications in numerous fields such as digital money, clearing, gambling and product tracing. However, blockchain faces its own problems and challenges. One key problem is to automatically cluster the behavior patterns of all the blockchain nodes into categories. In this paper, we introduce the problem of behavior pattern clustering in blockchain networks and propose a novel algorithm termed BPC for this problem. We evaluate a long list of potential sequence similarity measures, and select a distance that is suitable for the behavior pattern clustering problem. Extensive experiments show that our proposed algorithm is much more effective than the existing methods in terms of clustering accuracy.
Keyword:
Blockchain technology
Behavior pattern clustering
Clustering
Sequences
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Multimedia Tools and Applications
IF:
3
论文数:
2.0W
被引数:
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机构

T
tianjin university
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N
National University of Singapore
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论文数: 6.5W
被引数: 11.4W
Z
zhejiang university
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17.7W
论文数: 12.1W
被引数: 152
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