| Description |
vii, 293 pages : illustrations ; 24 cm |
| Series |
Lecture notes in computer science ; 931 |
|
Lecture notes in computer science ; 931
|
| Contents |
Introduction: Neural Networks as Associative Devices / P. J. Braspenning -- Backpropagation Networks for Grapheme-Phoneme Conversion: a Non-Technical Introduction / A. J. M. M. Weijters and G. A. J. Hoppenbrouwers -- Back Propagation / J. Henseler -- Perceptrons / H. J. M. Peters -- Kohonen Network / O. J. Vrieze -- Adaptive Resonance Theory / E. O. Postma and P. T. W. Hudson -- Boltzmann Machines / F. C. R. Spieksma -- Representation Issues in Boltzmann Machines / J. H. J. Lenting -- Optimization Networks / E. O. Postma -- Local Search in Combinatorial Optimization / Y. Crama, A. W. J. Kolen and E. J. Pesch -- Process Identification and Control / P. Boekhoudt -- Learning Controllers Using Neural Networks / W. T. C. van Luenen -- Key Issues for Successful Industrial Neural-Network Applications: an Application in Geology / H. R. A. Cardon and R. Hoogstraten -- Neural Cognodynamics / P. J. Braspenning -- Choosing and Using a Neutral Net / P. T. W. Hudson and E. O. Postma |
| Summary |
This book presents carefully revised versions of tutorial lectures given during a School on Artificial Neural Networks for the industrial world held at the University of Limburg in Maastricht, Belgium. The major ANN architectures are discussed to show their powerful possibilities for empirical data analysis, particularly in situations where other methods seem to fail. Theoretical insight is offered by examining the underlying mathematical principles in a detailed, yet clear and illuminating way. Practical experience is provided by discussing several real-world applications in such areas as control, optimization, pattern recognition, software engineering, robotics, operations research, and CAM |
| Notes |
ANALYTIC |
| Bibliography |
Includes bibliographical references |
| Notes |
Also available in print |
|
Print version record |
| Subject |
Computer architecture.
|
|
Neural networks (Computer science)
|
| Author |
Braspenning, P. J. (Petrus J.), 1949-
|
|
Thuijsman, F. (Frank)
|
|
Weijters, A. J. M. M.
|
| LC no. |
95019832 |
| ISBN |
0387594884 (New York : acid-free paper) |
|
3540594884 (Berlin : acid-free paper) |
|
