Neural networks for pattern recognition
Material type:
TextLanguage: English Language Publication details: Oxford Clarendon Press New York Oxford University Press 1995.Description: xvii, 482 p. 24 cmISBN: - 0198538499
- 0198538642
- 006.4 BIS
Lending Books
| Item type | Current library | Collection | Call number | Status | Barcode | |
|---|---|---|---|---|---|---|
|
Lending Books
|
Applied Sciences Library Lending Section | Lending Collection | 006.4 BIS (Browse shelf(Opens below)) | Available | 112991 | |
Sheduled Reference
|
Applied Sciences Library Reference Section | Reference Collection | 006.4 BIS (Browse shelf(Opens below)) | Available | 112992 |
Browsing Applied Sciences Library shelves,Shelving location: Lending Section,Collection: Lending Collection Close shelf browser (Hides shelf browser)
|
|
No cover image available |
|
|
|
|
||
| 006.312 YEN Data mining : theories, algorithms, and examples | 006.32 KOS Neural networks and fuzzy systems | 006.33 WIN Program design for knowledge based systems | 006.4 BIS Neural networks for pattern recognition | 006.42 GON Digital image processing using MATLAB | 006.42 GON Digital image processing using MATLAB | 006.42 GON Digital image processing using MATLAB |
xvii, 482 pages : illustrations ; 24 cm
Contents: 1. Statistical Pattern Recognition --
2. Probability Density Estimation --
3. Single-Layer Networks --
4. The Multi-layer Perceptron --
5. Radial Basis Functions --
6. Error Functions --
7. Parameter Optimization Algorithms --
8. Pre-processing and Feature Extraction --
9. Learning and Generalization --
10. Bayesian Techniques.
This book is the first to provide a comprehensive account of neural networks from a statistical perspective. Its emphasis is on pattern recognition, which currently represents the area of greatest applicability for neural networks. By focusing on pattern recognition, the book provides a much more extensive treatment of many topics than is available in earlier books.
There are no comments on this title.