DocumentCode :
1590075
Title :
Discovery and application of inter-class patterns in database
Author :
Lee, Dong-Ha ; Dong-Yal See ; Moon, Kang-Sik ; Chang, Jisook ; Nam, Do-Won ; Lee, Jeon-Young
Author_Institution :
Intelligent Inf. Syst. Lab., Pohang Univ. of Sci. & Technol., South Korea
fYear :
1997
Firstpage :
326
Lastpage :
331
Abstract :
Presents an inter-class pattern discovery method for real-world databases. While the data in a conventional database has a tuple structure, the data in pattern discovery has set-values or sequences. The structural differences between them may cause useless resulting patterns, and may result in an inefficient pattern discovery method. To resolve those issues, we propose an inter-class pattern discovery methodology. The first step is to convert a conventional database into a set of objects. During the conversion process, a tuple in the original database is converted into a conceptual object and, as another result, object generalization hierarchies are generated. From the object generalization hierarchies, interesting patterns of the conceptual objects can be extracted by applying multi-level pattern discovery algorithms. The resulting patterns are inter-class patterns of the original conventional database. We also show a pattern discovery query for our methodology and its application to intelligent query processing.
Keywords :
data conversion; deductive databases; knowledge acquisition; object-oriented databases; query processing; conceptual object; database conversion; intelligent query processing; inter-class pattern discovery method; knowledge discovery; multi-level pattern discovery algorithms; object database; object generalization hierarchies; pattern discovery query; real-world databases; sequences; set-values; structural differences; tuple structure; Application software; Association rules; Computer interfaces; Data mining; Deductive databases; Information systems; Intelligent systems; Laboratories; Moon; Query processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Database and Expert Systems Applications, 1997. Proceedings., Eighth International Workshop on
Conference_Location :
Toulouse, France
Print_ISBN :
0-8186-8147-0
Type :
conf
DOI :
10.1109/DEXA.1997.617302
Filename :
617302
Link To Document :
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