Echo State Network
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Details
Please note that the content of this book primarily consists of articles available from Wikipedia or other free sources online. The echo state network (ESN) is a recurrent neural network with a sparsely connected hidden layer (with typically 1% connectivity). The connectivity and weights of hidden neurons are randomly assigned and are fixed. The weights of output neurons can be learned so that the network can (re)produce specific temporal pattern. The main interest of this network is that although its behaviour is non-linear, the only parameters are the weights of the output layer. The error function is thus quadratic with respect to the parameter vector and can be differentiated easily to a linear system.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09786131371783
- Editor Lambert M. Surhone, Mariam T. Tennoe, Susan F. Henssonow
- Größe H4mm x B220mm x T150mm
- EAN 9786131371783
- Titel Echo State Network
- Gewicht 127g
- Herausgeber Betascript Publishing
- Anzahl Seiten 84
- Genre Informatik
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