• Publications
  • Influence
Self-Organizing Maps
  • T. Kohonen
  • Computer Science
  • Springer Series in Information Sciences
  • 1995
TLDR
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. Expand
The self-organizing map
TLDR
The self-organizing map, an architecture suggested for artificial neural networks, is explained by presenting simulation experiments and practical applications, and an algorithm which order responses spatially is reviewed, focusing on best matching cell selection and adaptation of the weight vectors. Expand
Self-organized formation of topologically correct feature maps
  • T. Kohonen
  • Mathematics, Computer Science
  • Biological Cybernetics
  • 2004
TLDR
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. Expand
Self-organization and associative memory: 3rd edition
The self-organizing map
  • T. Kohonen
  • Computer Science
  • Neurocomputing
  • 6 November 1998
Abstract An overview of the self-organizing map algorithm, on which the papers in this issue are based, is presented in this article.
Self-Organization and Associative Memory
TLDR
The purpose and nature of Biological Memory, as well as some of the aspects of Memory Aspects, are explained. Expand
Self-Organizing Maps, Third Edition
  • T. Kohonen
  • Computer Science
  • Springer Series in Information Sciences
  • 2001
Essentials of the self-organizing map
  • T. Kohonen
  • Computer Science, Medicine
  • Neural Networks
  • 2013
TLDR
The self-organizing map (SOM) is an automatic data-analysis method widely applied to clustering problems and data exploration in industry, finance, natural sciences, and linguistics and can be found in the management of massive textual databases and in bioinformatics. Expand
SOM_PAK: The Self-Organizing Map Program Package
TLDR
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. Expand
Self-Organizing Maps, Second Edition
  • T. Kohonen
  • Computer Science
  • Springer Series in Information Sciences
  • 1997
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