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Pattern Classification

Pattern Classification - 2nd edition

ISBN13: 978-0471056690

Cover of Pattern Classification 2ND 01 (ISBN 978-0471056690)
ISBN13: 978-0471056690
ISBN10: 0471056693

Cover type: Hardback
Edition: 2ND 01
Copyright: 2001
Publisher: John Wiley & Sons, Inc.
Published: 2001
International: No

List price: $182.00

Pattern Classification - 2ND 01 edition

ISBN13: 978-0471056690

Richard O. Duda, Peter E. Hart and David G. Stork

ISBN13: 978-0471056690
ISBN10: 0471056693

Cover type: Hardback
Edition: 2ND 01
Copyright: 2001
Publisher: John Wiley & Sons, Inc.
Published: 2001
International: No
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.

Author Bio

Duda, Richard O. : San Jose State University

Richard O. Duda, PhD, is Professor in the Electrical Engineering Department at San Jose State University, San Jose, California.

Hart, Peter E. : Ricoh Innovations, Inc.

Peter E. Hart, PhD, is Chief Executive Officer and President of Ricoh Innovations, Inc. in Menlo Park, California.


Stork, David G. : Ricoh Innovations, Inc.

David G. Stork, PhD, is Chief Scientist, also at Ricoh Innovations, Inc.

Table of Contents

Bayesian Decision Theory.

Maximum Likelihood and Bayesian Estimation.

Nonparametric Techniques.

Linear Discriminant Functions.

Multilayer Neural Networks.

Stochastic Methods.

Non-Metric Methods.

Algorithm-Independent Machine Learning.

Unsupervised Learning and Clustering.


Epilog: The Future.
Appendices.
Bibliography.
Index.