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» COFI approach for mining frequent itemsets revisited
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ICTAI
2007
IEEE
15 years 3 months ago
Towards Rare Itemset Mining
We describe here a general approach for rare itemset mining. While mining literature has been almost exclusively focused on frequent itemsets, in many practical situations rare on...
Laszlo Szathmary, Amedeo Napoli, Petko Valtchev
ICDM
2002
IEEE
132views Data Mining» more  ICDM 2002»
15 years 2 months ago
Speed-up Iterative Frequent Itemset Mining with Constraint Changes
Mining of frequent itemsets is a fundamental data mining task. Past research has proposed many efficient algorithms for the purpose. Recent work also highlighted the importance of...
Gao Cong, Bing Liu
DMIN
2007
158views Data Mining» more  DMIN 2007»
14 years 11 months ago
Mining Frequent Itemsets Using Re-Usable Data Structure
- Several algorithms have been introduced for mining frequent itemsets. The recent datasettransformation approach suffers either from the possible increasing in the number of struc...
Mohamed Yakout, Alaaeldin M. Hafez, Hussein Aly
ICDM
2003
IEEE
140views Data Mining» more  ICDM 2003»
15 years 2 months ago
Mining Frequent Itemsets in Distributed and Dynamic Databases
Traditional methods for frequent itemset mining typically assume that data is centralized and static. Such methods impose excessive communication overhead when data is distributed...
Matthew Eric Otey, Chao Wang, Srinivasan Parthasar...
ADC
2006
Springer
169views Database» more  ADC 2006»
15 years 3 months ago
A further study in the data partitioning approach for frequent itemsets mining
Frequent itemsets mining is well explored for various data types, and its computational complexity is well understood. Based on our previous work by Nguyen and Orlowska (2005), th...
Son N. Nguyen, Maria E. Orlowska