ENGLISH

Self-Organizing Maps

By Professor Teuvo Kohonen (auth.)

Book information

Publisher
Springer Berlin Heidelberg
Year
1995
ISBN
978-3-642-97612-4, 978-3-642-97610-0
DOI
10.1007/978-3-642-97610-0
Language
english
Format
PDF
Filesize
14 MB (14229288 bytes)
Series
Springer Series in Information Sciences 30
Pages
XVI, 362 pp. 95 figs.\371
Orientation
yes
Scanned
yes
Time added
2013-08-01 04:00:00
Biophysics and Biological Physics;Communications EgeneralNetworks;Mathematics

Description

The Self-Organizing Map (SOM) algorithm was introduced by the author in 1981. Its theory and many applications form one of the major approaches to the contemporary artificial neural networks field, and new technolgies have already been based on it. The most important practical applications are in exploratory data analysis, pattern recognition, speech analysis, robotics, industrial and medical diagnostics, instrumentation, and control, and literally hundreds of other tasks. In this monograph the mathematical preliminaries, background, basic ideas, and implications are expounded in a clear, well-organized form, accessible without prior expert knowledge. Still the contents are handled with theoretical rigor.

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