عنوان

Second-order methods for neural networks :

(Number (ISBN

1447109538

(Number (ISBN

9781447109532

Number

b536930

Title Proper

Second-order methods for neural networks :

General Material Designation

[Book]

Other Title Information

fast and reliable training methods for multi-layer perceptrons

First Statement of Responsibility

Adrian J. Shepherd.

Place of Publication, Distribution, etc.

London ; New York

Name of Publisher, Distributor, etc.

Springer

Date of Publication, Distribution, etc.

©1997.

Specific Material Designation and Extent of Item

(xiv, 145 pages) : illustrations

Series Title

Perspectives in neural computing.

Text of Note

1 Multi-Layer Perceptron Training --;1.1 Introduction to MLPs --;1.2 Error Surfaces and Local Minima --;1.3 Backpropagation --;2 Classical Optimisation --;2.1 Introduction to Classical Methods --;2.2 General Numerical Considerations --;3 Second-Order Optimisation Methods --;3.1 Line-Search Strategies --;3.2 Model-Trust Region Strategies --;3.3 Multivariate Methods for General Nonlinear Optimisation --;3.4 Special Methods for Nonlinear Least Squares --;3.5 Comparison of Methods --;4 Second-Order Training Methods for MLPs --;4.1 The Calculation of Second Derivatives --;4.2 Reducing Storage and Computational Costs --;4.3 Second-Order On-Line Training --;4.4 Conclusion --;5 An Experimental Comparison of MLP Training Methods --;5.1 Benchmark Training Tasks --;5.2 Initial Training Conditions --;5.3 Experimental Results --;6 Global Optimisation --;6.1 Introduction to Global Methods --;6.2 Expanded Range Approximation (ERA) --;6.3 The TRUST Method.

Text of Note

About This Book This book is about training methods - in particular, fast second-order training methods - for multi-layer perceptrons (MLPs).

Neural networks (Computer science)

Neurale netwerken.

Perceptrons.

Class number

Book number

Adrian J. Shepherd.

Adrian J Shepherd

Electronic name

[Book]

Y