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  Association-based similarity testing and its applications
 
 
Titel: Association-based similarity testing and its applications
Auteur: Tao Li
Mitsunori Ogihara
Shenghuo Zhu
Verschenen in: Intelligent data analysis
Paginering: Jaargang 7 (2003) nr. 3 pagina's 209-232
Jaar: 2003-08-05
Inhoud: This paper proposes a new similarity measure between basket datasets based on associations. The new measure is calculated from support counts using a formula inspired by information entropy. Experiments on both real and synthetic datasets show the effectiveness of the measure. This paper then investigates the applications of the similarity measure. It first studies the problem of finding a mapping between categorical database attribute sets using similarity measures. A generic approach for identifying such a mapping is proposed. The approach is implemented based on the similarity measure proposed in the paper and its performance has been evaluated and validated. Moreover, this paper also explores the applications of using the similarity measure to mine distributed datasets.
Uitgever: IOS Press
Bronbestand: Elektronische Wetenschappelijke Tijdschriften
 
 

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