Pattern Classification

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The book provides an inexpensive MATLAB toolbox for the main algorithms in pattern classification. It contains supporting algorithms for data generation and visualization and contains step-by-step worked examples.

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Richard O. Duda is Professor in the Electrical Engineering Department at San Jose State University, San Jose, California. Peter E. Hart is Chief Executive Officer and President of Ricoh Innovations, Inc. in Menlo Park, California. David G. Stork is Chief Scientist, also at Ricoh Innovations, Inc. 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