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

Pattern Classification (eBook, PDF)

• Format: PDF

Produktbeschreibung

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.

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Produktdetails

• Verlag: For Dummies
• Seitenzahl: 688
• Erscheinungstermin: 9. November 2012
• Englisch
• ISBN-13: 9781118586006
• Artikelnr.: 37340556

Autorenporträt

RICHARD O. DUDA, PhD, is Professor in the Electrical Engineering Department at San Jose State University, San Jose, California. PETER E. HART, PhD, is Chief Executive Officer and President of Ricoh Innovations, Inc. in Menlo Park, California. DAVID G. STORK, PhD, is Chief Scientist, also at Ricoh Innovations, Inc.

Inhaltsangabe

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.