PUMA
Istituto di Scienza e Tecnologie dell'Informazione     
Giannotti F., Manco G., Pedreschi D., Turini F. Experiences with a knowledge discovery support environment. In: Selected Papers of the Sixth congress of the Italian Congress of Artificial Intelligence (Bologna (Italy), 14-17 September 1999). Atti, (Lecture Notes in Artificial Intelligence, vol. 1792). 1999.
 
 
Abstract
(English)
We introduce a Logic-Based Knowledge Discovery Support Environment, capable of integrating knowledge extraction and knowledge manipulation. Its flexibility and expressiveness in supporting the process of knowledge discovery in databases is illustrated by presenting two case studies, market-basket analysis and audit planning strategy in fraud detection. We show that the query language deals effectively and uniformly with data preparation, model extraction and model evaluation and analysis, thus providing a powerful formalism where methodologies for classes of challenging applications can be conveniently designed
Subject Knowledge discovery
H.2.8 Database Applications. Data mining


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