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Bangla Hand Written digit recognition using supervised locally linear embedding algorithm and Support Vector Machine

Authors :
Md. Rashedul Islam
Md. Shafiul Azam
Saleh Ahmed
Source :
2009 12th International Conference on Computers and Information Technology.
Publication Year :
2009
Publisher :
IEEE, 2009.

Abstract

This paper presents Bangla numeral Character Recognition System using supervised locally linear embedding algorithm and Support Vector Machine (SVM). The locally linear embedding (LLE) algorithm is an unsupervised technique proposed for nonlinear dimensionality reduction. In this paper, we describe its supervised variant (SLLE). Where class membership information is used to map overlapping high dimensional data into disjoint clusters in the embedded space. we combined it with support vector machine (SVM) for classifying handwritten digits from the On-Line Handwritten Bangla Numeral Database.

Details

Database :
OpenAIRE
Journal :
2009 12th International Conference on Computers and Information Technology
Accession number :
edsair.doi...........36e262ffb8edefb2126b1abb76b26421
Full Text :
https://doi.org/10.1109/iccit.2009.5407269