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Mining bridging rules between conceptual clusters

delete2010-08-04
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PRE
AI
S
Shichao Zhang *
F
Feng Chen
X
Xindong Wu
张承启 (Chengqi Zhang)
R
Ruili Wang
DOI:10.1007/s10489-010-0247-ydelete
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摘要

摘要

En 中文
Bridging rules take the antecedent and action from different conceptual clusters. They are distinguished from association rules (frequent itemsets) because (1) they can be generated by the infrequent itemsets that are pruned in association rule mining, and (2) they are measured by their importance including the distance between two conceptual clusters, whereas frequent itemsets are measured only by their support. In this paper, we first design two algorithms for mining bridging rules between clusters, and then propose two non-linear metrics to measure their interestingness. We evaluate these algorithms experimentally and demonstrate that our approach is promising.
Keyword:
Bridging rule
Clustering
Weighting
Association rule
Entropy

期刊

Applied Intelligence 封面图
Applied Intelligence
IF:
3.5
论文数:
7.6K
被引数:
1.7W

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H
hefei university of technology
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2.5W
论文数: 1.7W
被引数: 35
Z
Zhejiang Normal University
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被引数: 1.2W
U
university of technology sydney
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被引数: 25
L
La Trobe University
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1.1W
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M
Massey University
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