Obstacles for neural network application in the ICIx database index

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.