Neural network design /
By: Hagan, Martin T [author.].
Contributor(s): Demuth, Howard B [author.] | Beale, Mark H [author.] | De Jesús, Orlando [author.].
Publisher: [Place of publication not identified] : [publisher not identified], [2014]Edition: 2nd edition.Description: xii, 686 pages (various pagings) : illustrations ; 24 cm.Content type: text Media type: unmediated Carrier type: volumeISBN: 9780971732117; 0971732116.Subject(s): Neural networks (Computer science)DDC classification: 006.32 Also available online.| Item type | Current library | Call number | Status | Date due | Barcode | Item holds |
|---|---|---|---|---|---|---|
Standard Loan
|
ATU Sligo Yeats Library Main Lending Collection | 006.32 HAG (Browse shelf(Opens below)) | Lost Checked out | 27/02/2023 | 0063314 |
Browsing ATU Sligo Yeats Library shelves, Shelving location: Main Lending Collection Close shelf browser (Hides shelf browser)
"Copyright by Martin T. Hagan and Howard B. Demuth."--Title page verso.
Includes bibliographical references and index.
Preface -- Introduction -- Neuron model and network architectures -- An illustrative example -- Perceptron learning rule -- Signal and weight vector spaces -- Linear transformations for neural networks -- Supervised Hebbian Learning -- Performance surfaces and optimum points -- Performance optimization -- Widrow-Hoff learning -- Backpropagation -- Variations on backpropagation -- Generalization -- Dynamic networks -- Competetive networks -- Radial basis networks -- Practical training issues -- Case study 1 : function approximation -- Case study 2 : probability estimation -- Case study 3 : pattern recognition -- Case study 4 : clustering -- Case styudy 5 : prediction -- Appendices.
Also available online.