Self Organizing Map Formation

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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.

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.

New Improvements Of Self Organizing Maps On Growing Structures Probabilistic Formation Clustering And Visualization

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Author : 伍思濤
language : en
Publisher:
Release Date : 2004

New Improvements Of Self Organizing Maps On Growing Structures Probabilistic Formation Clustering And Visualization written by 伍思濤 and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Neural networks (Computer science) categories.

Journal Of Vlsi Signal Processing Systems For Signal Image And Video Technology

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Author :
language : en
Publisher:
Release Date : 2000

Journal Of Vlsi Signal Processing Systems For Signal Image And Video 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 2000 with Integrated circuits categories.

Network

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Author :
language : en
Publisher:
Release Date : 2004

Network written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Neural computers categories.

Faithful Representations And Topographic Maps

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Author : Marc M. Van Hulle
language : en
Publisher: Wiley-Interscience
Release Date : 2000-02

Faithful Representations And Topographic Maps written by Marc M. Van Hulle and has been published by Wiley-Interscience this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000-02 with Computers categories.

A new perspective on topographic map formation and the advantages of information-based learning The study of topographic map formation provides us with important tools for both biological modeling and statistical data modeling. Faithful Representations and Topographic Maps offers a unified, systematic survey of this rapidly evolving field, focusing on current knowledge and available techniques for topographic map formation. The author presents a cutting-edge, information-based learning strategy for developing equiprobabilistic topographic maps--that is, maps in which all neurons have an equal probability to be active--clearly demonstrating how this approach yields faithful representations and how it can be successfully applied in such areas as density estimation, regression, clustering, and feature extraction. The book begins with the standard approach of distortion-based learning, discussing the commonly used Self-Organizing Map (SOM) algorithm and other algorithms, and pointing out their inadequacy for developing equiprobabilistic maps. It then examines the advantages of information-based learning techniques, and finally introduces a new algorithm for equiprobabilistic topographic map formation using neurons with kernel-based response characteristics. The complete learning algorithms and simulation details are given throughout, along with comparative performance analysis tables and extensive references. Faithful Representations and Topographic Maps is an excellent, eye-opening guide for neural network researchers, industrial scientists involved in data mining, and anyone interested in self-organization and topographic maps.

International Electronic Conference On Computer Science

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Author : Theodore E. Simos
language : en
Publisher: American Institute of Physics
Release Date : 2008-12-02

International Electronic Conference On Computer Science written by Theodore E. Simos and has been published by American Institute of Physics this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-12-02 with Computers categories.

The aim of IeCCS 2007 is to bring together leading scientists of the international Computer Science community and to attract original research papers of very high quality. The topics to be covered include (but are not limited to): Numerical Analysis, Scientific Computation, Computational Mathematics, Mathematical Software, Programming Techniques and Languages, Parallel Algorithms and its Applications, Symbolic and Algebraic Manipulation, Analysis of Algorithms, Problem Complexity, Mathematical Logic, Formal Languages, Data Structures, Data Bases, Information Systems, Artificial Intelligence, Expert Systems, Simulation and Modeling, Computer Graphics, Software Engineering, Image Processing, Computer Applications, Hardware, Computer Systems Organization, Software, Data, Theory of Computation, Mathematics of Computing, Information Systems, Computing Methodologies, Computer Applications, Computing Milieu (see http://www.ieccs.net/topics.htm).

Neural Networks For Signal Processing

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Author :
language : en
Publisher:
Release Date : 1996

Neural Networks For Signal Processing written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Neural networks (Computer science) categories.

Computational Neuroscience

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Author : James M. Bower
language : en
Publisher: Springer Science & Business Media
Release Date : 1998

Computational Neuroscience written by James M. Bower 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 1998 with Medical categories.

Publishes 103 of the 196 papers presented at the conference, representing a cross-section of the general areas considered: subcellular, cellular, network, systems, and methodology. Specific topics include perturbative M-sequences for auditory systems identification, representing odor quality space a

Igarss 94

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Author :
language : en
Publisher:
Release Date : 1994

Igarss 94 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 Atmosphere categories.