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Introduction to Pattern Recognition: A Matlab Approach
book

Introduction to Pattern Recognition: A Matlab Approach

by Sergios Theodoridis, Aggelos Pikrakis, Konstantinos Koutroumbas, Dionisis Cavouras
March 2010
Intermediate to advanced
150 pages
7h 13m
English
Academic Press
Content preview from Introduction to Pattern Recognition: A Matlab Approach
Index
A
Activation function, 31
AdaBoost algorithm, 63
Agglomerat ive clustering algorithms, 200
Area under the receiv er operating curve
(AUC), 113
B
Bhattacharyya distance, 119
Baum-Welch method, 148
Bayesian classifiers, 1
Best path method, 148
Basic Sequential Algorithmic Scheme
(BSAS), 161
C
Chernoff bound, 120
Class separability measures, 117
Clustering, 159
Complete link agglomerative algorithm,
200
Cost function optimization clustering
algorithms, 168
D
Data normalization, 108
Dimensionality reduction, 79
Dissimilarity dendrogram, 201
Dynamic time warping, 139
Speech recognition, 143
E
Edit distance, 137
Endpoint constraints, 142
Epoch, 33
Euclidean distance classifier , 6
Expectation-Maximization (EM)
algorithm, 13
F
Feature selection, 107
Feature vector selection, 124 ...
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Publisher Resources

ISBN: 9780123744869