Hebbian Learning and Negative Feedback Networks

By:

Colin Fyfe

Format:

Hardback

Series:

Advanced Information and Knowledge Processing

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Description

The central idea of Hebbian Learning and Negative Feedback Networks is that artificial neural networks using negative feedback of activation can use simple Hebbian learning to self-organise so that they uncover interesting structures in data sets. Two variants are considered: the first uses a single stream of data to self-organise. By changing the learning rules for the network, it is shown how to perform Principal Component Analysis, Exploratory Projection Pursuit, Independent Component Analysis, Factor Analysis and a variety of topology preserving mappings for such data sets. The second variants use two input data streams on which they self-organise. In their basic form, these networks are shown to perform Canonical Correlation Analysis, the statistical technique which finds those filters onto which projections of the two data streams have greatest correlation. The book encompasses a wide range of real experiments and displays how the approaches it formulates can be applied to the analysis of real problems.

Release date NZ

January 5th, 2005

Author

Colin Fyfe

Audience

Professional & Vocational

Illustrations

XVIII, 383 p.

Pages

383

Series

Advanced Information and Knowledge Processing

Dimensions

156x234x23

ISBN-13

9781852338831

Product ID

2042174

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Hebbian Learning and Negative Feedback Networks

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