Studies in Computational Intelligence

By: Joachim Diederich, Cengiz Gunay, James M. Hogan

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Hardcover | 14 October 2010

At a Glance

Hardcover
326 Pages

Dimensions(cm)
23.5 x 15.88 x 2.54

Hardcover

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This book presents a fascinating and self-contained account of "recruitment learning", a model and theory of fast learning in the neocortex. In contrast to the more common attractor network paradigm for long- and short-term memory, recruitment learning focuses on one-shot learning or "chunking" of arbitrary feature conjunctions that co-occur in single presentations. The book starts with a comprehensive review of the historic background of recruitment learning, putting special emphasis on the ground-breaking work of D.O. Hebb, W.A.Wickelgren, J.A.Feldman, L.G.Valiant, and L. Shastri. Afterwards a thorough mathematical analysis of the model is presented which shows that recruitment is indeed a plausible mechanism of memory formation in the neocortex. A third part extends the main concepts towards state-of-the-art spiking neuron models and dynamic synchronization as a tentative solution of the binding problem. The book further discusses the possible role of adult neurogenesis for recruitment. These recent developments put the theory of recruitment learning at the forefront of research on biologically inspired memory models and make the book an important and timely contribution to the field.

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You Can Find This Book In

Non-Fiction Computing & I.T.Computer Science Mathematical Theory of Computation Graphical & Digital Media Applications Computer-Aided Design CAD Artificial Intelligence Mathematics Applied Mathematics Engineering & Technology Technology in General Maths for Engineers

Recruitment in Discrete-time Neural Networks
Recruitment Learning - An Introduction	p. 3
One-Shot Learning - Specialization and Generalization	p. 37
Connectivity and Candidate Structures	p. 57
Representation and Recruitment	p. 83
Cognitive Applications	p. 137
Recruitment in Continuous-time Neural Networks
Spiking Neural Networks and Temporal Binding	p. 183
Synchronized Recruitment in Cortical Hierarchies	p. 199
The Stability of Recruited Concepts	p. 243
Conclusion	p. 275
Appendix for Recruitment in Spiking Neural Networks	p. 283
References	p. 295
Author Index	p. 309
Index	p. 311
Table of Contents provided by Ingram. All Rights Reserved.

Studies in Computational Intelligence

At a Glance

Hardcover

Shipping

How to return your order

Defective items

You Can Find This Book In

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