Search Results for: self organizing neural networks

Self Organizing Neural Networks

Self Organizing Neural Networks PDF
Author: Udo Seiffert
Publisher: Physica
ISBN: 3790818100
Size: 12.57 MB
Format: PDF, ePub, Mobi
Category : Computers
Languages : en
Pages : 278
View: 108

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Self Organizing Neural Networks

Self Organizing Neural Networks by Udo Seiffert, Self Organizing Neural Networks Books available in PDF, EPUB, Mobi Format. Download Self Organizing Neural Networks books, 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.


Self Organising Neural Networks

Self Organising Neural Networks PDF
Author: Mark Girolami
Publisher: Springer Science & Business Media
ISBN: 1447108256
Size: 68.82 MB
Format: PDF, Mobi
Category : Computers
Languages : en
Pages : 271
View: 4194

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Self Organising Neural Networks

Self Organizing Neural Networks by Mark Girolami, Self Organising Neural Networks Books available in PDF, EPUB, Mobi Format. Download Self Organising Neural Networks books, The conception of fresh ideas and the development of new techniques for Blind Source Separation and Independent Component Analysis have been rapid in recent years. It is also encouraging, from the perspective of the many scientists involved in this fascinating area of research, to witness the growing list of successful applications of these methods to a diverse range of practical everyday problems. This growth has been due, in part, to the number of promising young and enthusiastic researchers who have committed their efforts to expanding the current body of knowledge within this field of research. The author of this book is among one of their number. I trust that the present book by Dr. Mark Girolami will provide a rapid and effective means of communicating some of these new ideas to a wide international audience and that in turn this will expand further the growth of knowledge. In my opinion this book makes an important contribution to the theory of Independent Component Analysis and Blind Source Separation. This opens a range of exciting methods, techniques and algorithms for applied researchers and practitioner engineers, especially from the perspective of artificial neural networks and information theory. It has been interesting to see how rapidly the scientific literature in this area has grown.


Self Organizing Maps

Self Organizing Maps PDF
Author: Teuvo Kohonen
Publisher: Springer Science & Business Media
ISBN: 3642976107
Size: 12.72 MB
Format: PDF, ePub
Category : Science
Languages : en
Pages : 362
View: 4778

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Self Organizing Maps

Self Organizing Neural Networks by Teuvo Kohonen, Self Organizing Maps Books available in PDF, EPUB, Mobi Format. Download Self Organizing Maps books, 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.


Die Architekturtypen Des Self Organizing Feature Map So F M Nach Teuvo Kohonen

DIE ARCHITEKTURTYPEN DES  SELF ORGANIZING  FEATURE  MAP  SO F M   NACH TEUVO KOHONEN PDF
Author: Harald Maurer
Publisher: BoD – Books on Demand
ISBN: 3837021467
Size: 36.53 MB
Format: PDF, ePub
Category :
Languages : de
Pages : 98
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Die Architekturtypen Des Self Organizing Feature Map So F M Nach Teuvo Kohonen

Self Organizing Neural Networks by Harald Maurer, Die Architekturtypen Des Self Organizing Feature Map So F M Nach Teuvo Kohonen Books available in PDF, EPUB, Mobi Format. Download Die Architekturtypen Des Self Organizing Feature Map So F M Nach Teuvo Kohonen books, Das Buch stellt eine leicht berarbeitete Fassung meiner Studienarbeit dar, die ich im Fachbereich Informatik bei Prof. Dr. M. Bogdan im Wintersemester 2003/04 und im Sommersemester 2004 geschrieben habe. Es gibt erstmals einen umfassenden berblick ber die wichtigsten Architekturtypen der Selbstorganisierende (Merkmals-)Karte" (engl. Self-Organizing (Feature) Map (SO(F)M))" des finnischen Ingenieurs Teuvo Kohonen, auch Kohonen-Karte" genannt, die eine der bedeutendsten Modelle im Rahmen der Theorie der k nstlichen Neuronalen Netzwerke darstellt. Es werden dabei die relevantesten Passagen aus den wichtigsten Artikeln der jeweiligen Autoren zitiert, die die zentralen Konzepte der diversen Architekturmodelle wiedergeben und dann zusammengefa t und kommentiert.


Pattern Recognition By Self Organizing Neural Networks

Pattern Recognition by Self organizing Neural Networks PDF
Author: Gail A. Carpenter
Publisher: MIT Press
ISBN: 9780262031769
Size: 71.71 MB
Format: PDF, Docs
Category : Computers
Languages : en
Pages : 691
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Pattern Recognition By Self Organizing Neural Networks

Self Organizing Neural Networks by Gail A. Carpenter, Pattern Recognition By Self Organizing Neural Networks Books available in PDF, EPUB, Mobi Format. Download Pattern Recognition By Self Organizing Neural Networks books, Pattern Recognition by Self-Organizing Neural Networks presentsthe most recent advances in an area of research that is becoming vitally important in the fields ofcognitive science, neuroscience, artificial intelligence, and neural networks in general. The 19articles take up developments in competitive learning and computational maps, adaptive resonancetheory, and specialized architectures and biological connections. Introductorysurvey articles provide a framework for understanding the many models involved in various approachesto studying neural networks. These are followed in Part 2 by articles that form the foundation formodels of competitive learning and computational mapping, and recent articles by Kohonen, applyingthem to problems in speech recognition, and by Hecht-Nielsen, applying them to problems in designingadaptive lookup tables. Articles in Part 3 focus on adaptive resonance theory (ART) networks,selforganizing pattern recognition systems whose top-down template feedback signals guarantee theirstable learning in response to arbitrary sequences of input patterns. In Part 4, articles describeembedding ART modules into larger architectures and provide experimental evidence fromneurophysiology, event-related potentials, and psychology that support the prediction that ARTmechanisms exist in the brain. Contributors: J.-P. Banquet, G.A. Carpenter, S.Grossberg, R. Hecht-Nielsen, T. Kohonen, B. Kosko, T.W. Ryan, N.A. Schmajuk, W. Singer, D. Stork, C.von der Malsburg, C.L. Winter.


Self Organizing Neural Networks

Self organizing Neural Networks PDF
Author: Stephen Grossberg
Publisher:
ISBN:
Size: 58.87 MB
Format: PDF
Category : Neural networks (Computer science)
Languages : en
Pages : 296
View: 2263

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Self Organizing Neural Networks

Self Organizing Neural Networks by Stephen Grossberg, Self Organizing Neural Networks Books available in PDF, EPUB, Mobi Format. Download Self Organizing Neural Networks books,


A Mathematical Study Of Self Organizing Neural Networks

A Mathematical Study of Self organizing Neural Networks PDF
Author: Ali A. Sadeghi
Publisher:
ISBN: 9783826562242
Size: 79.68 MB
Format: PDF, ePub, Docs
Category : Neural networks (Computer science)
Languages : en
Pages : 98
View: 7215

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A Mathematical Study Of Self Organizing Neural Networks

Self Organizing Neural Networks by Ali A. Sadeghi, A Mathematical Study Of Self Organizing Neural Networks Books available in PDF, EPUB, Mobi Format. Download A Mathematical Study Of Self Organizing Neural Networks books,


Advances In Self Organizing Maps

Advances in Self Organizing Maps PDF
Author: Jorma Laaksonen
Publisher: Springer Science & Business Media
ISBN: 3642215653
Size: 16.59 MB
Format: PDF, Kindle
Category : Computers
Languages : en
Pages : 368
View: 7193

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Advances In Self Organizing Maps

Self Organizing Neural Networks by Jorma Laaksonen, Advances In Self Organizing Maps Books available in PDF, EPUB, Mobi Format. Download Advances In Self Organizing Maps books, 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 36 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on plenaries; financial and societal applications; theory and methodology; applications of data mining and analysis; language processing and document analysis; and visualization and image processing.


Haptic Object Classification With Self Organizing Neural Networks

Haptic Object Classification with Self organizing Neural Networks PDF
Author: Sophie Gräfnitz
Publisher:
ISBN:
Size: 42.56 MB
Format: PDF, ePub, Mobi
Category :
Languages : en
Pages :
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Haptic Object Classification With Self Organizing Neural Networks

Self Organizing Neural Networks by Sophie Gräfnitz, Haptic Object Classification With Self Organizing Neural Networks Books available in PDF, EPUB, Mobi Format. Download Haptic Object Classification With Self Organizing Neural Networks books,


Learning Recognition And Prediction By Self Organizing Neural Networks

Learning  Recognition  and Prediction by Self organizing Neural Networks PDF
Author: Stephen Grossberg
Publisher:
ISBN: 9780780322196
Size: 45.52 MB
Format: PDF, ePub
Category : Neural networks (Computer science)
Languages : en
Pages : 130
View: 5007

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Learning Recognition And Prediction By Self Organizing Neural Networks

Self Organizing Neural Networks by Stephen Grossberg, Learning Recognition And Prediction By Self Organizing Neural Networks Books available in PDF, EPUB, Mobi Format. Download Learning Recognition And Prediction By Self Organizing Neural Networks books,


Self Organizing Neural Networks And Exemplar Selection For Training Back Propagation Neural Network

Self organizing Neural Networks and Exemplar Selection for Training Back propagation Neural Network PDF
Author: Shijie Qiu
Publisher:
ISBN:
Size: 40.17 MB
Format: PDF, ePub, Mobi
Category :
Languages : en
Pages : 98
View: 5872

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Self Organizing Neural Networks And Exemplar Selection For Training Back Propagation Neural Network

Self Organizing Neural Networks by Shijie Qiu, Self Organizing Neural Networks And Exemplar Selection For Training Back Propagation Neural Network Books available in PDF, EPUB, Mobi Format. Download Self Organizing Neural Networks And Exemplar Selection For Training Back Propagation Neural Network books,


Properties And Characteristics Of Self Organizing Neural Networks For Unsupervised Pattern Recognition

Properties and Characteristics of Self organizing Neural Networks for Unsupervised Pattern Recognition PDF
Author: Dae Su Kim
Publisher:
ISBN:
Size: 52.45 MB
Format: PDF, ePub, Docs
Category : Neural networks (Computer science)
Languages : en
Pages : 192
View: 7025

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Properties And Characteristics Of Self Organizing Neural Networks For Unsupervised Pattern Recognition

Self Organizing Neural Networks by Dae Su Kim, Properties And Characteristics Of Self Organizing Neural Networks For Unsupervised Pattern Recognition Books available in PDF, EPUB, Mobi Format. Download Properties And Characteristics Of Self Organizing Neural Networks For Unsupervised Pattern Recognition books,


Modeling Affection Mechanisms Using Deep And Self Organizing Neural Networks

Modeling Affection Mechanisms Using Deep and Self organizing Neural Networks PDF
Author: Pablo Vinicius Alves de Barros
Publisher:
ISBN:
Size: 33.12 MB
Format: PDF, ePub
Category :
Languages : en
Pages :
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Modeling Affection Mechanisms Using Deep And Self Organizing Neural Networks

Self Organizing Neural Networks by Pablo Vinicius Alves de Barros, Modeling Affection Mechanisms Using Deep And Self Organizing Neural Networks Books available in PDF, EPUB, Mobi Format. Download Modeling Affection Mechanisms Using Deep And Self Organizing Neural Networks books,


Self Organizing Neural Networks For Spatial Planning And Flexible Arm Movement Control

Self organizing Neural Networks for Spatial Planning and Flexible Arm Movement Control PDF
Author: Stephen Grossberg
Publisher:
ISBN:
Size: 26.51 MB
Format: PDF, Docs
Category : Arm
Languages : en
Pages : 5
View: 7128

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Self Organizing Neural Networks For Spatial Planning And Flexible Arm Movement Control

Self Organizing Neural Networks by Stephen Grossberg, Self Organizing Neural Networks For Spatial Planning And Flexible Arm Movement Control Books available in PDF, EPUB, Mobi Format. Download Self Organizing Neural Networks For Spatial Planning And Flexible Arm Movement Control books,


Modelling Aspects Of Music Perception Using Self Organizing Neural Networks

Modelling Aspects of Music Perception Using Self organizing Neural Networks PDF
Author: M. P. A. Page
Publisher:
ISBN:
Size: 71.30 MB
Format: PDF
Category :
Languages : en
Pages :
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Modelling Aspects Of Music Perception Using Self Organizing Neural Networks

Self Organizing Neural Networks by M. P. A. Page, Modelling Aspects Of Music Perception Using Self Organizing Neural Networks Books available in PDF, EPUB, Mobi Format. Download Modelling Aspects Of Music Perception Using Self Organizing Neural Networks books,


Dynamic Hierarchical Self Organizing Neural Networks For Pattern Recognition

Dynamic Hierarchical Self organizing Neural Networks for Pattern Recognition PDF
Author: Hai-Lung Hung
Publisher:
ISBN:
Size: 17.28 MB
Format: PDF, ePub, Docs
Category :
Languages : en
Pages :
View: 5157

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Dynamic Hierarchical Self Organizing Neural Networks For Pattern Recognition

Self Organizing Neural Networks by Hai-Lung Hung, Dynamic Hierarchical Self Organizing Neural Networks For Pattern Recognition Books available in PDF, EPUB, Mobi Format. Download Dynamic Hierarchical Self Organizing Neural Networks For Pattern Recognition books,


Using Self Organizing Neural Networks To Interpret Melodic Structures In The Rhythm And Pitch Domains

Using Self organizing Neural Networks to Interpret Melodic Structures in the Rhythm and Pitch Domains PDF
Author: Phillip Lewis
Publisher:
ISBN:
Size: 18.19 MB
Format: PDF, Docs
Category :
Languages : en
Pages : 188
View: 4063

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Using Self Organizing Neural Networks To Interpret Melodic Structures In The Rhythm And Pitch Domains

Self Organizing Neural Networks by Phillip Lewis, Using Self Organizing Neural Networks To Interpret Melodic Structures In The Rhythm And Pitch Domains Books available in PDF, EPUB, Mobi Format. Download Using Self Organizing Neural Networks To Interpret Melodic Structures In The Rhythm And Pitch Domains books,