Predictive Modular Neural Networks: Applications to Time Series (The Springer International Series in Engineering and Computer Science, 466, Band 466) - Hardcover

Buch 95 von 260: The Springer International Series in Engineering and Computer Science

Petridis, Vassilios; Kehagias, Athanasios

 
9780792382904: Predictive Modular Neural Networks: Applications to Time Series (The Springer International Series in Engineering and Computer Science, 466, Band 466)
Hardcover
ISBN 10: 0792382900 ISBN 13: 9780792382904
Verlag: Springer, 1998

Inhaltsangabe

The subject of this book is predictive modular neural networks and their ap­ plication to time series problems: classification, prediction and identification. The intended audience is researchers and graduate students in the fields of neural networks, computer science, statistical pattern recognition, statistics, control theory and econometrics. Biologists, neurophysiologists and medical engineers may also find this book interesting. In the last decade the neural networks community has shown intense interest in both modular methods and time series problems. Similar interest has been expressed for many years in other fields as well, most notably in statistics, control theory, econometrics etc. There is a considerable overlap (not always recognized) of ideas and methods between these fields. Modular neural networks come by many other names, for instance multiple models, local models and mixtures of experts. The basic idea is to independently develop several "subnetworks" (modules), which may perform the same or re­ lated tasks, and then use an "appropriate" method for combining the outputs of the subnetworks. Some of the expected advantages of this approach (when compared with the use of "lumped" or "monolithic" networks) are: superior performance, reduced development time and greater flexibility. For instance, if a module is removed from the network and replaced by a new module (which may perform the same task more efficiently), it should not be necessary to retrain the aggregate network.

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Verlag
Springer
Erscheinungsdatum
1998
Sprache
Englisch
ISBN 10 
0792382900
ISBN 13 
9780792382904
Einband
Gebundene Ausgabe
Anzahl der Seiten
325
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Weitere beliebte Ausgaben desselben Titels

9781461375401: Predictive Modular Neural Networks: Applications to Time Series (The Springer International Series in Engineering and Computer Science, Band 466)

Vorgestellte Ausgabe

ISBN 10:  1461375401 ISBN 13:  9781461375401
Verlag: Springer, 2012
Softcover