Self-Organizing Maps
Clustering validity checking methods: part II
ACM SIGMOD Record
A tutorial on spectral clustering
Statistics and Computing
Growing Hierarchical Self-Organizing Maps for Web Mining
WI '07 Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence
The MIR flickr retrieval evaluation
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Automatic Image Annotation Using GHSOM
ICICIC '09 Proceedings of the 2009 Fourth International Conference on Innovative Computing, Information and Control
The growing hierarchical self-organizing map: exploratory analysis of high-dimensional data
IEEE Transactions on Neural Networks
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This paper presents approaches to hierarchical clustering of images using a GHSOM in application as image search engine. It is analysed some hierarchical clustering and SOMs variants. Experiments are based on benchmark ICPR and MIRFlickr image datasets. As quality of gained solution the external and the internal measures are analysed.