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Mining weighted association rules without preassigned weights

delete2008-04-01
delete74
PRE
AI
S
Sun, Ke *
F
Fengshan Bai
DOI:10.1109/TKDE.2007.190723delete
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Abstract

Abstract

En 中文
Association rule mining is a key issue in data mining. However, the classical models ignore the difference between the transactions, and the weighted association rule mining does not work on databases with only binary attributes. In this paper, we introduce a new measure w-support, which does not require preassigned weights. It takes the quality of transactions into consideration using link-based models. A fast miming algorithm is given, and a large amount of experimental results are presented.
Keywords:
data mining
ranking association rules
HITS
link analysis
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

IEEE Transactions on Knowledge and Data Engineering cover
IEEE Transactions on Knowledge and Data Engineering
IF:
10.4
Papers:
6.9K
Citations:
3.2W

Organization

T
tsinghua university
Scholars:
11.9W
Papers: 10.0W
Citations: 137
C
Chinese University of Hong Kong
Scholars:
3.4W
Papers: 3.2W
Citations: 5.6W
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