Obstacles for neural network application in the ICIx database index

Author

Neubert, Ralf ; Görlitz, Otmar ; Benn, Wolfgang ; Teich, Tobias

Author_Institution

Dept. of Comput. Sci., Chemnitz Univ. of Technol., Germany

Volume

3

fYear

2002

fDate

6/24/1905 12:00:00 AM

Firstpage

2351

Lastpage

2356

Abstract

Presents the idea and first results of using GNG networks for hierarchical cluster analysis in order to create index structures for data management systems. It describes the creation procedure of a multi-dimensional index structure, the Intelligent Cluster Index (ICIx). In particular critical design decisions and tradeoffs between index efficiency and the neural network´s clustering solution are discussed

Keywords

content-based retrieval; database indexing; database management systems; neural nets; pattern clustering; unsupervised learning; GNG networks; ICIx Database Index; Intelligent Cluster Index; critical design decisions; data management systems; hierarchical cluster analysis; index efficiency; multi-dimensional index structure; neural network clustering solution; Application software; Artificial neural networks; Chemical technology; Database systems; Indexes; Indexing; Intelligent networks; Neural networks; Pattern matching; Virtual enterprises;

fLanguage

English

Publisher

ieee

Conference_Titel

Neural Networks, 2002. IJCNN '02. Proceedings of the 2002 International Joint Conference on

Conference_Location

Honolulu, HI

ISSN

1098-7576

Print_ISBN

0-7803-7278-6

Type

conf

DOI

10.1109/IJCNN.2002.1007509

Filename

1007509