Neural Networks for Pattern Recognition (Advanced Texts in Econometrics (Paperback))

Neural Networks for Pattern Recognition (Advanced Texts in Econometrics (Paperback))


Yazar C.M. Bishop
Yayınevi Oxford University Press, USA
ISBN 9780198538646
Baskı yılı 1996
Sayfa sayısı 502
Ağırlık 0.78 kg
Stok durumu Tükendi   

This book provides the first comprehensive treatment of feed-forward neural networks from the perspective of statistical pattern recognition. After introducing the basic concepts of pattern recognition, the book describes techniques for modelling probabi
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 extra