Neural networks: algorithms, applications and programming techniques / (Record no. 3515)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02449nam a2200145 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9788131708088 (pb) |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | CUS |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.3 |
| Item number | FRE/N |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Freeman, James A. |
| 245 ## - TITLE STATEMENT | |
| Title | Neural networks: algorithms, applications and programming techniques / |
| Statement of responsibility, etc. | James A. Freeman and David m. Skapura |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc. | Uttar Pradesh : |
| Name of publisher, distributor, etc. | Pearson , |
| Date of publication, distribution, etc. | c1991. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 415 p. |
| Other physical details | ill. ; |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Chapter 1<br/>Introduction to ANS Technology<br/>1.1 Elementary Neurophysiology's 22<br/>1.2 From Neurons to ANS 31<br/>1.3 ANS Simulation 44<br/>Bibliography 55<br/>Chapter 2<br/>Adaline and Madaline 59<br/>2.1 Review of Signal Processing 59<br/><br/>2.2 Adaline and the Adaptive Linear Combiner 69<br/>2.3 Applications of Adaptive Signal Processing 82<br/>2.4 The Madaline 86<br/>2.5 Simulating the Adaline 93<br/>Bibliography 100<br/>Chapter 3<br/>Backpropagatlon 103<br/>3.1 The Backpropagation Network 103<br/>3.2 The Generalized Delta Rule 107<br/>3.3 Practical Considerations 117<br/>3.4 BPN Applications 120<br/>3.5 The Backpropagation Simulator 128<br/>Bibliography 138<br/>Chapter 4<br/><br/>4.1 Associative-Memory Definitions 142 i S teXiq<br/>4.2 The BAM 145 > Uim<br/><br/>4.3 The Hopfield Memory 155<br/>4.4 Simulating the BAM 170<br/>Bibliography 181<br/>Chapter 5<br/>Simulated Annealing 183<br/>5.1 Information Theory and Statistical Mechanics 185<br/>5.2 The Boltzmann Machine 193<br/>5.3 The Boltzmann Simulator 203<br/>5.4 Using the Boltzmann Simulator 221<br/>Bibliography 226 ^^<br/>Chapter 6<br/>The Counterpropagation Network 227<br/>6.1 CRN Building Blocks 229<br/>6.2 CRN Data Rrocessmg 249<br/>6.3 An Image-Classification Example 258<br/>6.4 The CRN Simulator 261<br/>Bibliography 276<br/>Chapter 7 <br/>Self-Organizing Maps 277<br/>7.1 SOM Data Rrocessing 279 <br/>7.2 Applications of Self-Organizing Maps 288 <br/>7.3 Simulating the SOM 293<br/>Bibliography 303<br/>Chapter 8<br/>Adaptive Resonance Theory 305<br/>8.1 ART Network Description 307 <br/>8.2 ART1 312 <br/>8.3 ART2 330 A<br/>8.4 The ART1 Simulator 341 .<br/>8.5 ART2 Simulation 350<br/>Bibliography 352<br/>Chapter 9<br/>Spatiotemporal Pattern Classification 355<br/>9.1 The Formal Avalanche 356<br/>9.2 Architectures of Spatiotemporal Networks (STNS) 359<br/><br/>9.3 The Sequential Competitive Avalanche Field 369<br/>9.4 Applications of STNS 377<br/>9.5 STN Simulation 378<br/>Bibliography 385<br/>Chapter TO<br/>The Neocognitron 387<br/>10.1 Neocognitron Architecture 390<br/>10.2 Neocognitron Data Processing 395<br/>10.3 Performance of the Neocognitron 403<br/>10.4 Addition of Lateral Inhibition and Feedback to the<br/>Neocognitron 404<br/>Bibliography 407 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | GN Books |
| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Full call number | Accession number | Date last seen | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Central Library, Sikkim University | Central Library, Sikkim University | General Book Section | 23/06/2016 | 006.3 FRE/N | P35908 | 23/06/2016 | General Books |