http://www.cnr.it/ontology/cnr/individuo/prodotto/ID43803
A relational query primitive for constraint-based pattern mining (Articolo in rivista)
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- A relational query primitive for constraint-based pattern mining (Articolo in rivista) (literal)
- Anno
- 2005-01-01T00:00:00+01:00 (literal)
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- Bonchi F.; Giannotti F.; Pedreschi D. (literal)
- Pagina inizio
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- In: Constraint-Based Mining and Inductive Databases: European Workshop on Inductive Databases and Constraint Based (Mining, Hinterzarten, Germany, March 11-13, 2004). Revised Selected Papers. (literal)
- Note
- ISI Web of Science (WOS) (literal)
- Titolo
- A relational query primitive for constraint-based pattern mining (literal)
- Abstract
- As a step towards the design of an Inductive Database Sys- tem, in this paper we present a primitive for constraint-based frequent pattern mining, which represents a careful trade-o between expressive- ness and eciency Such primitive is a simple mechanism which takes a relational table in input and extracts from it all frequent patterns which satisfy a given set of user-de ned constraints. Despite its simplicity, the proposed primitive is expressive enough to deal with a broad range of interesting constraint-based frequent pattern queries,using a comprehen- sive repertoire of constraints de ned over SQL aggregates. Thanks to its simplicity, the proposed primitive is amenable to be smoothly embedded in a variety of data mining query languages and be eciencly xecuted, by the state-of-the-art optimization techniques based on pushing the var- ious form of constraints by means of data reduction. (literal)
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