Self-Organizing Maps
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Author
Publication
1995 - Springer Berlin Heidelberg, Berlin, Heidelberg, Germany
Language
English
Word Count
90,500 words, Guess
Page Count
362 pages
Physical Format
[electronic resource] /
Identifiers
- Open LibraryOL27086997M
- ISBN-139783642976124
- ISBN-103642976123
- OCLC Control Number851381250
- OCLC Control Numberselforganizingma00koho_532
Classifications
- DDC571.4
- LCCQH505
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.
Subjects
Series Statement
- Springer Series in Information Sciences -- 30
Other Editions
- Self-Organizing Maps
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