Christopher M. Bishop (Microsoft Research )

Neural Networks for Pattern Recognition

• Broschiertes Buch

Produktbeschreibung

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.

Produktdetails

• Verlag: Oxford University Press
• Repr.
• Seitenzahl: 504
• Erscheinungstermin: 23. November 1995
• Englisch
• Abmessung: 235mm x 157mm x 30mm
• Gewicht: 735g
• ISBN-13: 9780198538646
• ISBN-10: 0198538642
• Artikelnr.: 09724833

Inhaltsangabe

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