Self-Organizing Maps

Self-Organizing Maps
Author :
Publisher : Springer Science & Business Media
Total Pages : 372
Release :
ISBN-10 : 9783642976100
ISBN-13 : 3642976107
Rating : 4/5 (107 Downloads)

Book Synopsis Self-Organizing Maps by : Teuvo Kohonen

Download or read book Self-Organizing Maps written by Teuvo Kohonen and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book we have at hand is the fourth monograph I wrote for Springer Verlag. The previous one named "Self-Organization and Associative Mem ory" (Springer Series in Information Sciences, Volume 8) came out in 1984. Since then the self-organizing neural-network algorithms called SOM and LVQ have become very popular, as can be seen from the many works re viewed in Chap. 9. The new results obtained in the past ten years or so have warranted a new monograph. Over these years I have also answered lots of questions; they have influenced the contents of the present book. I hope it would be of some interest and help to the readers if I now first very briefly describe the various phases that led to my present SOM research, and the reasons underlying each new step. I became interested in neural networks around 1960, but could not in terrupt my graduate studies in physics. After I was appointed Professor of Electronics in 1965, it still took some years to organize teaching at the uni versity. In 1968 - 69 I was on leave at the University of Washington, and D. Gabor had just published his convolution-correlation model of autoasso ciative memory. I noticed immediately that there was something not quite right about it: the capacity was very poor and the inherent noise and crosstalk were intolerable. In 1970 I therefore sugge~ted the auto associative correlation matrix memory model, at the same time as J.A. Anderson and K. Nakano.

Self-Organizing Maps Related Books

Self-Organizing Maps
Language: en
Pages: 372
Authors: Teuvo Kohonen
Categories: Science
Type: BOOK - Published: 2012-12-06 - Publisher: Springer Science & Business Media

GET EBOOK

The book we have at hand is the fourth monograph I wrote for Springer Verlag. The previous one named "Self-Organization and Associative Mem ory" (Springer Serie
Self-organizing Map Formation
Language: en
Pages: 472
Authors: Klaus Obermayer
Categories: Computers
Type: BOOK - Published: 2001 - Publisher: MIT Press

GET EBOOK

This book provides an overview of self-organizing map formation, including recent developments. Self-organizing maps form a branch of unsupervised learning, whi
Computational Intelligence Systems in Industrial Engineering
Language: en
Pages: 683
Authors: Cengiz Kahraman
Categories: Technology & Engineering
Type: BOOK - Published: 2012-11-05 - Publisher: Springer Science & Business Media

GET EBOOK

Industrial engineering is a branch of engineering dealing with the optimization of complex processes or systems. It is concerned with the development, improveme
Advances in Self-Organizing Maps
Language: en
Pages: 380
Authors: Jorma Laaksonen
Categories: Computers
Type: BOOK - Published: 2011-06-03 - Publisher: Springer Science & Business Media

GET EBOOK

This book constitutes the refereed proceedings of the 8th International Workshop on Self-Organizing Maps, WSOM 2011, held in Espoo, Finland, in June 2011. The 3
Handbook of Natural Computing
Language: en
Pages: 2052
Authors: Grzegorz Rozenberg
Categories: Computers
Type: BOOK - Published: 2012-07-09 - Publisher: Springer

GET EBOOK

Natural Computing is the field of research that investigates both human-designed computing inspired by nature and computing taking place in nature, i.e., it inv