Title :
Mining Views: Database Views for Data Mining
Author :
Blockeel, H. ; Calders, Toon ; Fromont, Elisa ; Goethals, Bart
Author_Institution :
Katholieke Univ. Leuven, Leuven, Belgium
Abstract :
We present a system towards the integration of data mining into relational databases. To this end, a relational database model is proposed, based on the so called virtual mining views. We show that several types of patterns and models over the data, such as itemsets, association rules and decision trees, can be represented and queried using a unifying framework.
Keywords :
data mining; relational databases; association rules; data mining; database views; decision trees; mining views; relational databases; virtual mining views; Association rules; Computer science; Data mining; Database languages; Database systems; Decision trees; Itemsets; Knowledge management; Memory; Relational databases;
Conference_Titel :
Data Engineering, 2008. ICDE 2008. IEEE 24th International Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-1836-7
Electronic_ISBN :
978-1-4244-1837-4
DOI :
10.1109/ICDE.2008.4497633