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Learning and Generalization

With Applications to Neural Networks

Learning and Generalization( )
Author: Vidyasagar, Mathukumalli
Series title:Communications and Control Engineering Ser.
ISBN:978-1-84996-867-6
Publication Date:Oct 2010
Publisher:Springer London, Limited
Imprint:Springer
Book Format:Paperback
List Price:USD $199.99
Book Description:

Learning and Generalization provides a formal mathematical theory addressing intuitive questions of the type:

* How does a machine learn a concept on the basis of examples?

* How can a neural network, after training, correctly predict the outcome of a previously unseen input?

* How much training is required to achieve a given level of accuracy in the prediction?

* How can one identify the dynamical behaviour of a nonlinear control system by observing its...
More Description

Book Details
Pages:488
Detailed Subjects: Computers / Data Science / Neural Networks
Science / Mechanics / Dynamics
Education / Learning Styles
Physical Dimensions (W X L X H):6.045 x 9.165 Inches
Book Weight:1.723 Pounds



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