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Full Version: An Overview Of Character Recognition Focused On Off-line Handwriting
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An Overview Of Character Recognition Focused On Off-line Handwriting

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Introduction

The mechanical or electronic translation of images of handwritten, typewritten or printed text into machine-editable text.
A widely OCR systems is to follow a two step schema:
(a) represent the character as a vector of features and
(b) classify the feature vector into classes

Objectives

To increase its efficiency level

To reduce the error

To improve high recognition performance

To enhance resolution rate

Feature extraction


Principal component analysis is a quantitative method for achieving the simplification.
Generates a new set of variables = principal components.
Each principal component is a linear combination of the original variables.
All the principal components are orthogonal to each other, so there is no redundant information.