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Incremental association rule mining: a survey

delete2013-02-25
delete41
PRE
AI
B
Bhabesh Nath *
D
Dhruba K. Bhattacharyya
A
Ashish Ghosh
DOI:10.1002/widm.1086delete
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摘要

摘要

En 中文
Association rule mining is a computationally expensive task. Despite the huge processing cost, it has gained tremendous popularity due to the usefulness of association rules. Several efficient algorithms can be found in the literature. This paper provides a comprehensive survey on the state-of-the-art algorithms for association rule mining, specially when the data sets used for rule mining are not static. Addition of new data to a data set may lead to additional rules or to the modification of existing rules. Finding the association rules from the whole data set may lead to significant waste of time if the process has started from the scratch. Several algorithms have been evolved to attend this important issue of the association rule mining problem. This paper analyzes some of them to tackle the incremental association rule mining problem. (c) 2013 Wiley Periodicals, Inc.
Keyword:
EFFICIENT ALGORITHMS
MAINTENANCE
GENERATION
DISCOVERY
FRAMEWORK
PATTERNS
UPDATE
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期刊

Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery 封面图
Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
IF:
11.7
论文数:
548
被引数:
5.3K

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T
Tezpur University
学者数:
2.2K
论文数: 1.9K
被引数: 2.4K
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Indian Statistical Institute
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论文数: 1.8K
被引数: 1.2K
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