Pattern Classification - Richard O. Duda, Peter E. Hart, David G. Stork

Pattern Classification

Buch | Hardcover
688 Seiten
2000 | 2nd edition
Wiley-Interscience (Verlag)
978-0-471-05669-0 (ISBN)
194,69 inkl. MwSt
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Pattern recognition is the construction of algorithms to decode and recognize images or data patterns in so-called random data. It is a vital and growing field with applications in artifical intelligence, machine learing, data mining, speech recognition, bioinformatics, and computer vision.
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.

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.

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.

Erscheint lt. Verlag 21.11.2000
Sprache englisch
Maße 173 x 252 mm
Gewicht 1157 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik Angewandte Mathematik
Technik Elektrotechnik / Energietechnik
ISBN-10 0-471-05669-3 / 0471056693
ISBN-13 978-0-471-05669-0 / 9780471056690
Zustand Neuware
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