TY - BOOK AU - Bishop,Christopher M. TI - Neural networks for pattern recognition SN - 0198538499 U1 - 006.4 BIS PY - 1995/// CY - Oxford , New York PB - Clarendon Press , Oxford University Press KW - Neural networks (Computer science) KW - Pattern recognition systems N1 - 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 N2 - 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 ER -