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DATAMINE
2010
166views more  DATAMINE 2010»
13 years 11 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
SDM
2007
SIAM
147views Data Mining» more  SDM 2007»
14 years 18 days ago
Constraint-Based Pattern Set Mining
Local pattern mining algorithms generate sets of patterns, which are typically not directly useful and have to be further processed before actual application or interpretation. Ra...
Luc De Raedt, Albrecht Zimmermann
ADBIS
2001
Springer
115views Database» more  ADBIS 2001»
14 years 3 months ago
Interactive Constraint-Based Sequential Pattern Mining
Data mining is an interactive and iterative process. It is very likely that a user will execute a series of similar queries differing in pattern constraints and mining parameters,...
Marek Wojciechowski
DKE
2007
99views more  DKE 2007»
13 years 11 months ago
Soft constraint based pattern mining
Stefano Bistarelli, Francesco Bonchi