Neural Computation And Self Organizing Maps

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Neural Computation And Self Organizing Maps

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Author : Helge Ritter
language : en
Publisher: Addison Wesley Publishing Company
Release Date : 1992

Neural Computation And Self Organizing Maps written by Helge Ritter and has been published by Addison Wesley Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Computers categories.

Self Organizing Map Formation

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Author : Klaus Obermayer
language : en
Publisher: MIT Press
Release Date : 2001

Self Organizing Map Formation written by Klaus Obermayer and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Computers categories.

The book consists of five sections. The first section looks at attempts to model the organization of cortical maps and at the theory and applications of the related artificial neural network algorithms. The second section analyzes topographic maps and their formation via objective functions. The third section discusses cortical maps of stimulus features. The fourth section discusses self-organizing maps for unsupervised data analysis. The fifth section discusses extensions of self-organizing maps, including two surprising applications of mapping algorithms to standard computer science problems: combinatorial optimization and sorting.

Self Organizing Neural Networks

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Author : Udo Seiffert
language : en
Publisher: Springer Science & Business Media
Release Date : 2001-09-25

Self Organizing Neural Networks written by Udo Seiffert and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001-09-25 with Computers categories.

The Self-Organizing Map (SOM) is one of the most frequently used architectures for unsupervised artificial neural networks. Introduced by Teuvo Kohonen in the 1980s, SOMs have been developed as a very powerful method for visualization and unsupervised classification tasks by an active and innovative community of interna tional researchers. A number of extensions and modifications have been developed during the last two decades. The reason is surely not that the original algorithm was imperfect or inad equate. It is rather the universal applicability and easy handling of the SOM. Com pared to many other network paradigms, only a few parameters need to be arranged and thus also for a beginner the network leads to useful and reliable results. Never theless there is scope for improvements and sophisticated new developments as this book impressively demonstrates. The number of published applications utilizing the SOM appears to be unending. As the title of this book indicates, the reader will benefit from some of the latest the oretical developments and will become acquainted with a number of challenging real-world applications. Our aim in producing this book has been to provide an up to-date treatment of the field of self-organizing neural networks, which will be ac cessible to researchers, practitioners and graduated students from diverse disciplines in academics and industry. We are very grateful to the father of the SOMs, Professor Teuvo Kohonen for sup porting this book and contributing the first chapter.

Neural Computation And Self Organizing Maps

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Author : Helge Ritter
language : en
Publisher: Addison Wesley Publishing Company
Release Date : 1992

Neural Computation And Self Organizing Maps written by Helge Ritter and has been published by Addison Wesley Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Computers categories.

Self Organizing Maps

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Author : Josphat Igadwa Mwasiagi
language : en
Publisher: BoD – Books on Demand
Release Date : 2011-01-21

Self Organizing Maps written by Josphat Igadwa Mwasiagi and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-01-21 with Computers categories.

Kohonen Self Organizing Maps (SOM) has found application in practical all fields, especially those which tend to handle high dimensional data. SOM can be used for the clustering of genes in the medical field, the study of multi-media and web based contents and in the transportation industry, just to name a few. Apart from the aforementioned areas this book also covers the study of complex data found in meteorological and remotely sensed images acquired using satellite sensing. Data management and envelopment analysis has also been covered. The application of SOM in mechanical and manufacturing engineering forms another important area of this book. The final section of this book, addresses the design and application of novel variants of SOM algorithms.

Neural Computation

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Author :
language : en
Publisher:
Release Date : 2006

Neural Computation written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Artificial intelligence categories.

Machine Learning Ecml

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Author :
language : en
Publisher:
Release Date : 2003

Machine Learning Ecml written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Induction (Logic) categories.

Icann 94

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Author : M. Marinaro
language : en
Publisher: Springer
Release Date : 1994

Icann 94 written by M. Marinaro and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Computers categories.

Proceedings Of The Ieee International Conference On Industrial Technology

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Author :
language : en
Publisher:
Release Date : 1994

Proceedings Of The Ieee International Conference On Industrial Technology written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Industrial electronics categories.

European Seminar On Neural Computing

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Author :
language : en
Publisher:
Release Date : 1988

European Seminar On Neural Computing written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1988 with Artificial intelligence categories.