Neural networks for pattern recognition
Bishop, Christopher M.
Neural networks for pattern recognition - Indian edition. - Oxford : Oxford University Press, 1995. - illustrations ; xvii, 482 pages : 24 cm
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 is a 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 probability density functions.
9780195667998
Pattern recognition systems
Neural networks (Computer science)
006.4 / BIS
Neural networks for pattern recognition - Indian edition. - Oxford : Oxford University Press, 1995. - illustrations ; xvii, 482 pages : 24 cm
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 is a 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 probability density functions.
9780195667998
Pattern recognition systems
Neural networks (Computer science)
006.4 / BIS