Dynamic self-organizing maps with controlled growth for knowledge discovery

Alahakoon, Damminda; Halgamuge, Saman; Srinivasan, B.

doi:10.1109/72.846732

Public

Dynamic self-organizing maps with controlled growth for knowledge discovery

Published in IEEE Transactions on Neural Networks • May 1, 2000

Authors:

Damminda Alahakoon

Saman Halgamuge

B. Srinivasan

Abstract

The growing self-organizing map (GSOM) has been presented as an extended version of the self-organizing map (SOM), which has significant advantages for knowledge discovery applications. In this paper, the GSOM algorithm is presented in detail and the effect of a spread factor, which can be used to m...

Subject

Computer science

Cluster analysis

Curse of dimensionality

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