Self-Organizing Maps

Paperback Engels 1997 2e druk 9783540620174
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Samenvatting

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.

Specificaties

ISBN13:9783540620174
Taal:Engels
Bindwijze:Paperback
Aantal pagina's:443
Uitgever:Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Druk:2

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Inhoudsopgave

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.

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€ 103,28
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