Self-Organizing Maps (häftad)
Format
Häftad (Paperback)
Språk
Engelska
Antal sidor
443
Utgivningsdatum
1997-04-01
Upplaga
2nd ed.
Förlag
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Illustrationer
117 figures
Antal komponenter
1
ISBN
9783540620174
Self-Organizing Maps (häftad)

Self-Organizing Maps

Häftad, Engelska, 1997-04-01
1162
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This book deals with the most popular artificial neural network algorithm in the unsupervised-learning category, viz. the self-organizing map (SOM). As this book is the main monograph on the subject, it discusses all the relevant aspects ranging from the history, motivation, fundamentals, theory, variants, advances, and applications, to the hardware of the SOMs. An extensive literature survey of over 2000 contemporary studies is also included. Thus, answers to the most frequently asked questions relating to this topic can be found in this volume.
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"Rarely do books come along with an information density and value of content far above average. We now have another book in this category...a marvelous tool for finding just about any information that exists regarding self-organising maps. Rarely has any subject been provided with such an index of knowledge...Kohonen has created a masterpiece. I unhesitatingly recommend it." IEEE

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Innehållsförteckning

From the contents: Mathematical Preliminaries.- Justification of Neural Modeling.- The Basic SOM.- Pysiological Interpretation of SOM.- Variants of SOM.- Learning Vector Quantization.- Applications.- Hardware for SOM.- An Overview of SOM Literature.- Glossary of 'Neural' Terms.- References.