Statistical Models for Pattern Analysis
Alok Sharma
Broschiertes Buch

Statistical Models for Pattern Analysis

Linear Models for Dimensionality Reduction and Statistical Pattern Recognition

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In this book a number of novel algorithms for dimension reduction and statistical pattern recognition for both supervised and unsupervised learning tasks have been presented. Several existing pattern classifiers and dimension reduction algorithms are studied. Their limitations and/or weaknesses are considered and accordingly improved techniques are given which overcome several of their shortcomings. Highlights are: i) Survey of basic dimensional reduction tools viz. principal component analysis and linear discriminant analysis are conducted. ii) Development of Fast PCA technique which finds th...