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» Logical Languages for Data Mining
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DAGSTUHL
2003
13 years 5 months ago
Logical Languages for Data Mining
Data mining focuses on the development of methods and algorithms for such tasks as classification, clustering, rule induction, and discovery of associations. In the database fiel...
Fosca Giannotti, Giuseppe Manco, Jef Wijsen
DBPL
2001
Springer
118views Database» more  DBPL 2001»
13 years 9 months ago
On Monotone Data Mining Languages
Abstract. We present a simple Data Mining Logic (DML) that can express common data mining tasks, like “Find Boolean association rules” or “Find inclusion dependencies.” At ...
Toon Calders, Jef Wijsen
RSFDGRC
1999
Springer
117views Data Mining» more  RSFDGRC 1999»
13 years 8 months ago
A Generalized Decision Logic in Interval-Set-Valued Information Tables
Abstract. A generalized decision logic in interval-set-valued information tables is introduced, which is an extension of decision logic studied by Pawlak. Each object in an interva...
Y. Y. Yao, Qing Liu
KDD
2008
ACM
146views Data Mining» more  KDD 2008»
14 years 5 months ago
Constraint programming for itemset mining
The relationship between constraint-based mining and constraint programming is explored by showing how the typical constraints used in pattern mining can be formulated for use in ...
Luc De Raedt, Tias Guns, Siegfried Nijssen
PKDD
2000
Springer
120views Data Mining» more  PKDD 2000»
13 years 8 months ago
Multi-Relational Data Mining, Using UML for ILP
Although there is a growing need for multi-relational data mining solutions in KDD, the use of obvious candidates from the field of Inductive Logic Programming (ILP) has been limit...
Arno J. Knobbe, Arno Siebes, Hendrik Blockeel, Dan...