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