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portada learning systems
Type
Physical Book
Author
Illustrated by
Publisher
Year
1995
Language
English
Pages
119
Format
Paperback
Dimensions
23.4 x 15.6 x 0.7 cm
Weight
0.20 kg.
ISBN
3540199969
ISBN13
9783540199960
Categories

learning systems

Eduard Aved'yan (Author) · J. Mason (Illustrated by) · P. C. Parks (Illustrated by) · Springer · Paperback

learning systems - Aved'yan, Eduard ; Mason, J. ; Parks, P. C.

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Synopsis "learning systems"

A learning system can be defined as a system which can adapt its behaviour to become more effective at a particular task or set of tasks. It consists of an architecture with a set of variable parameters and an algorithm. Learning systems are useful in many fields, one of the major areas being in control and system identification. This work covers major aspects of learning systems: system architecture, choice of performance index and methods measuring error. Major learning algorithms are explained, including proofs of convergence. Artificial neural networks, which are an important class of learning systems and have been subject to rapidly increasing popularity, are discussed. Where appropriate, examples have been given to demonstrate the practical use of techniques developed in the text. System identification and control using multi-layer networks and CMAC (Cerebellar Model Articulation Controller) are also presented.

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