The self-organizing map
- T. Kohonen
- Computer ScienceNeurocomputing
- 1 September 1990
Self-organized formation of topologically correct feature maps
- T. Kohonen
- PhysicsBiological cybernetics
- 2004
In a simple network of adaptive physical elements which receives signals from a primary event space, the signal representations are automatically mapped onto a set of output responses in such a way that the responses acquire the same topological order as that of the primary events.
Self-Organizing Maps
- T. Kohonen
- Computer ScienceSpringer Series in Information Sciences
- 1995
The mathematical preliminaries, background, basic ideas, and implications of the Self-Organising Map algorithm are expounded in a manner which is accessible without prior expert knowledge.
Self-Organization and Associative Memory
- T. Kohonen
- Computer Science
- 1988
The purpose and nature of Biological Memory, as well as some of the aspects of Memory Aspects, are explained.
Self-Organizing Maps, Third Edition
- T. Kohonen
- Computer ScienceSpringer Series in Information Sciences
- 2001
Essentials of the self-organizing map
- T. Kohonen
- Computer ScienceNeural Networks
- 2013
SOM_PAK: The Self-Organizing Map Program Package
- T. Kohonen, J. Hynninen, J. Kangas, Jorma T. Laaksonen
- Computer Science
- 1996
The SOM PAK program package contains all programs necessary for the correct application of the Self-Organizing Map algorithm in the visualization of complex experimental data.
Self organization of a massive document collection
- T. Kohonen, Samuel Kaski, Antti Saarela
- Computer ScienceIEEE Trans. Neural Networks Learn. Syst.
- 1 May 2000
A system that is able to organize vast document collections according to textual similarities based on the self-organizing map (SOM) algorithm, based on 500-dimensional vectors of stochastic figures obtained as random projections of weighted word histograms.
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