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Condensed Representations for Data Mining

Condensed Representations for Data Mining

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Author(s): Jean-Francois Boulicaut (INSA de Lyon, France)
Copyright: 2005
Pages: 5
Source title: Encyclopedia of Data Warehousing and Mining
Source Author(s)/Editor(s): John Wang (Montclair State University, USA)
DOI: 10.4018/978-1-59140-557-3.ch040

Keywords: Data Mining and Databases / Data Warehousing / Engineering Science Reference / Library & Information Science

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Abstract

Condensed representations have been proposed in Mannila and Toivonen (1996) as a useful concept for the optimization of typical data-mining tasks. It appears as a key concept within the inductive database framework (Boulicaut et al., 1999; de Raedt, 2002; Imielinski & Mannila, 1996), and this article introduces this research domain, its achievements in the context of frequent itemset mining (FIM) from transactional data, and its future trends.

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