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» Constraint programming for itemset mining
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KDD
2002
ACM
85views Data Mining» more  KDD 2002»
16 years 3 months ago
DualMiner: a dual-pruning algorithm for itemsets with constraints
Cristian Bucila, Johannes Gehrke, Daniel Kifer, Wa...
ISCC
2002
IEEE
147views Communications» more  ISCC 2002»
15 years 8 months ago
A new method for finding generalized frequent itemsets in generalized association rule mining
Generalized association rule mining is an extension of traditional association rule mining to discover more informative rules, given a taxonomy. In this paper, we describe a forma...
Kritsada Sriphaew, Thanaruk Theeramunkong
CORR
2008
Springer
99views Education» more  CORR 2008»
15 years 3 months ago
A Model-Based Frequency Constraint for Mining Associations from Transaction Data
Mining frequent itemsets is a popular method for finding associated items in databases. For this method, support, the co-occurrence frequency of the items which form an associatio...
Michael Hahsler
DATAMINE
2010
166views more  DATAMINE 2010»
15 years 3 months ago
Optimal constraint-based decision tree induction from itemset lattices
In this article we show that there is a strong connection between decision tree learning and local pattern mining. This connection allows us to solve the computationally hard probl...
Siegfried Nijssen, Élisa Fromont
ISMIS
2011
Springer
14 years 6 months ago
Data Access Paths in Processing of Sets of Frequent Itemset Queries
Abstract. Frequent itemset mining can be regarded as advanced database querying where a user specifies the dataset to be mined and constraints to be satisfied by the discovered i...
Piotr Jedrzejczak, Marek Wojciechowski