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» Association rules mining using heavy itemsets
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93
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KDD
2003
ACM
156views Data Mining» more  KDD 2003»
15 years 10 months ago
Fast vertical mining using diffsets
A number of vertical mining algorithms have been proposed recently for association mining, which have shown to be very effective and usually outperform horizontal approaches. The ...
Mohammed Javeed Zaki, Karam Gouda
KDD
2008
ACM
143views Data Mining» more  KDD 2008»
15 years 10 months ago
Detecting privacy leaks using corpus-based association rules
Richard Chow, Philippe Golle, Jessica Staddon
76
Voted
ICCS
2007
Springer
15 years 3 months ago
Pushing Frequency Constraint to Utility Mining Model
Traditional association rules mining (ARM) only concerns the frequency of itemsets, which may not bring large amount of profit. Utility mining only focuses on itemsets with high ut...
Jing Wang, Ying Liu, Lin Zhou, Yong Shi, Xingquan ...
FIMI
2003
210views Data Mining» more  FIMI 2003»
14 years 11 months ago
COFI-tree Mining: A New Approach to Pattern Growth with Reduced Candidacy Generation
Existing association rule mining algorithms suffer from many problems when mining massive transactional datasets. Some of these major problems are: (1) the repetitive I/O disk sca...
Osmar R. Zaïane, Mohammad El-Hajj
KDD
1997
ACM
208views Data Mining» more  KDD 1997»
15 years 1 months ago
Metarule-Guided Mining of Multi-Dimensional Association Rules Using Data Cubes
In this paper, we employ a novel approach to metarule-guided, multi-dimensional association rule mining which explores a data cube structure. We propose algorithms for metarule-gu...
Micheline Kamber, Jiawei Han, Jenny Chiang