A New Dataset Size Reduction Approach for PCA-Based Classification in OCR Application

A major problem of pattern recognition systems is due to the large volume of training datasets including duplicate and similar training samples. In order to overcome this problem, some dataset size reduction and also dimensionality reduction techniques have been introduced. The algorithms presently...

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Bibliographic Details
Main Authors: Mohammad Amin Shayegan, Saeed Aghabozorgi
Format: Article
Language:English
Published: Hindawi Limited 2014-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2014/537428