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Pattern recognition and neural networks / B.D. Ripley.

By: Ripley, Brian D, 1952-.
Publisher: Cambridge : Cambridge University Press, 1996Description: xi, 403 p. : ill. ; 26 cm.ISBN: 0521460867 (hbk.); 9780521460866 (hbk.).Subject(s): Neural networks (Computer science) | Pattern recognition systemsDDC classification: 006.4
Contents:
1 Statistical Pattern Recognition 1 2 Probability Density Estimation 33 3 Single-Layer Networks 77 4 The Multi-layer Perceptron 116 5 Radial Basis Functions 164 6 Error Functions 194 7 Parameter Optimization Algorithms 253 8 Pre-processing and Feature Extraction 295 9 Learning and Generalization 332 10 Bayesian Techniques 385 Symmetric Matrices 440 Gaussian Integrals 444 Lagrange Multipliers 448 Calculus of Variations 451 Principal Components 454 References 457 Index.
Item type Current location Shelf location Call number Copy number Status Notes Date due Barcode
Main Collection Taylor's Library-TU

Floor 3, Shelf 2 , Side 1, TierNo 5, BayNo 1

 006.4 RIP (Browse shelf) 1 Available SOExx,07016,03,GR 5000064373

Includes bibliographical references (p. [355]-390) and indexes.

1 Statistical Pattern Recognition 1 2 Probability Density Estimation 33 3 Single-Layer Networks 77 4 The Multi-layer Perceptron 116 5 Radial Basis Functions 164 6 Error Functions 194 7 Parameter Optimization Algorithms 253 8 Pre-processing and Feature Extraction 295 9 Learning and Generalization 332 10 Bayesian Techniques 385 Symmetric Matrices 440 Gaussian Integrals 444 Lagrange Multipliers 448 Calculus of Variations 451 Principal Components 454 References 457 Index.