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John F. Kolen

A Field Guide to Dynamical Recurrent Networks

€ 243.95

"FIELD GUIDE TO DYNAMICAL RECURRENT NETWORKS

Acquire the tools for understanding new architectures and algorithms of dynamical recurrent networks (DRNs) from this valuable field guide, which documents recent forays into artificial intelligence, control theory, and connectionism.


Taal / Language : English

Inhoudsopgave:
Preface.

Acknowledgments.

List of Figures.

List of Tables.

List of Contributors.

INTRODUCTION.

Dynamical Recurrent Networks (J. Kolen and S. Kremer).

ARCHITECTURES.

Networks with Adaptive State Transitions (D. Calvert and S. Kremer).

Delay Networks: Buffers to Rescue (T. Lin and C. Giles).

Memory Kernels (A. Tsoi, et al.).

CAPABILITIES.

Dynamical Systems and Iterated Function Systems (J. Kolen).

Representation of Discrete States (C. Giles and C. Omlin).

Simple Stable Encodings of Finite State Machines in Dynamic Recurrent Networks (M. Forcada and R. Carrasco).

Representation Beyond Finite States: Alternatives to Pushdown Automata (J. Wiles, et al.).

Universal Computation and Super Turing Capabilities (H. Siegelmann).

ALGORITHMS.

Insertion of Prior Knowledge (P. Frasconi, et al.).

Gradient Calculations for Dynamic Recurrent Neural Networks (B. Pearlmutter).

Understanding and Explaining DRN Behavior (C. Omlin).

LIMITATIONS.

Evaluating Benchmark Problems by Random Guessing (J. Schmidhuber, et al.).

Gradient Flow in Recurrent Nets: The Difficulty of Learning Long Term Dependencies (S. Hochreiter, et al..

Limiting the Computational Power of Recurrent Neural Networks: VC Dimension and Noise (C. Moore).

APPLICATIONS.

Dynamical Reccurent Networks in Control (D. Prokhorov, et al.).

Sentence Processing and Linguistic Structure (W. Tabor).

Neural Network Architectures for the Modeling of Dynamic Systems (H. Zimmerman and R. Neuneier).

From Sequences to Data Structures: Theory and Applications (P. Frasconi, et al.).

CONCLUSION.

Dynamical Recurrent Networks: Looking Back and Looking Forward (S. Kremer and J. Kolen).

Bibliography.

Glossary.

Index.

About the Editors.
Extra informatie: 
Hardback
464 pagina's
Januari 2001
953 gram
254 x 178 x 25 mm
Wiley-Blackwell us

Levertijd: 5 tot 11 werkdagen