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OverviewThis compilation contains new theoretical work as well as up-to-date applications contributed by some of the world leaders of current SOM research. It is a compact and vivid collection of almost all aspects of current research on Self-Organizing Maps, ranging from theoretical work, several technical and non-technical applications, numerical and implementation details on sequential and parallel hardware to self-organisation with spiking neurons. An overture, given by Teuvo Kohonen, builds a bridge from the development of the fundamentals to the many extensions, modifications and applications which have made this neural network architecture so successful. Full Product DetailsAuthor: Udo Seiffert , Prof. Lakhmi C. JainPublisher: Physica-Verlag GmbH & Co Imprint: Physica-Verlag GmbH & Co Volume: v. 78 Weight: 0.535kg ISBN: 9783790814170ISBN 10: 3790814172 Pages: 292 Publication Date: September 2001 Audience: Professional and scholarly , Professional & Vocational Format: Hardback Publisher's Status: Active Availability: Out of stock  The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available. Table of ContentsOverture * Measures for the Organization of Self-Organizing Maps * Unsupervised Learning and Self-Organization in Networks of Spiking Neurons * Generative Probability Density Model in the Self-Organizing Map * Growing Multi-Dimensional Self-Organizing Maps for Motion Detection * Extensions and Modifications of the Kohonen-SOM and Applications in Remote Sensing Image Analysis * Modeling Speech Processing and Recognition in the Auditory System Using the Multilevel Hypermap Architecture * Algorithms for the Visualization of Large and Multivariate Data Sets * Self-Organizing Maps and Financial Forecasting: an Application * Unsupervised and Supervised Learning in Radial-Basis-Function Networks * Parallel Implementations of Self-Organizing Maps.ReviewsAuthor InformationTab Content 6Author Website:Countries AvailableAll regions |
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