Title :
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
fDate :
6/24/1905 12:00:00 AM
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;
Conference_Titel :
Neural Networks, 2002. IJCNN '02. Proceedings of the 2002 International Joint Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
0-7803-7278-6
DOI :
10.1109/IJCNN.2002.1007509
