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Pattern classification

By: Duda, Richard O.
Contributor(s): Stork, David G [Co author] | Hart, Peter E [Co author].
Material type: materialTypeLabelBookPublisher: New York Wiley - Interscience Publication 2000Edition: 2nd.Description: xx, 654 p. Includes bibliographical references and index.ISBN: 9780471056690.Subject(s): Pattern recognition systems | Statistical decision | Neural networks | Statistical pattern recognition | Machine learningDDC classification: 006.4 Summary: The first edition, published in 1973, has become a classic reference in the field. Now with the second edition, readers will find information on key new topics such as neural networks and statistical pattern recognition, the theory of machine learning, and the theory of invariances. Also included are worked examples, comparisons between different methods, extensive graphics, expanded exercises and computer project topics. https://www.wiley.com/en-us/Pattern+Classification%2C+2nd+Edition-p-9781118586006
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Item type Current location Item location Collection Call number Status Date due Barcode
Books Vikram Sarabhai Library
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Slot 106 (0 Floor, West Wing) Non-fiction 006.4 D8P2 (Browse shelf) Checked out 02/03/2020 200121

Table of Contents

Bayesian Decision Theory.

Maximum-Likelihood and Bayesian Parameter Estimation.

Nonparametric Techniques.

Linear Discriminant Functions.

Multilayer Neural Networks.

Stochastic Methods.

Nonmetric Methods.

Algorithm-Independent Machine Learning.

Unsupervised Learning and Clustering.

Appendix.

Index.

The first edition, published in 1973, has become a classic reference in the field. Now with the second edition, readers will find information on key new topics such as neural networks and statistical pattern recognition, the theory of machine learning, and the theory of invariances. Also included are worked examples, comparisons between different methods, extensive graphics, expanded exercises and computer project topics.

https://www.wiley.com/en-us/Pattern+Classification%2C+2nd+Edition-p-9781118586006

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