Glove-Based Approach to Online Signature Verification

Kamel, N.S. and Sayeed, S. and Ellis, G.A. (2008) Glove-Based Approach to Online Signature Verification. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30 (6). pp. 1109-1113. ISSN 0162-8828

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Official URL: http://dx.doi.org/10.1109/TPAMI.2008.32

Abstract

Utilizing the multiple degrees of freedom offered by the data glove for each finger and the hand, a novel online signature verification system using the Singular Value Decomposition (SVD) numerical tool for signature classification and verification is presented. The proposed technique is based on the Singular Value Decomposition in finding r singular vectors sensing the maximal energy of glove data matrix A, called principal subspace, so the effective dimensionality of A can be reduced. Having modeled the data glove signature through its r-principal subspace, signature authentication is performed by finding the angles between the different subspaces. A demonstration of the data glove is presented as an effective high-bandwidth data entry device for signature verification. This SVD-based signature verification technique is tested and its performance is shown to be able to produce Equal Error Rate (EER) of less than 2.37 percent.

Item Type: Article
Subjects: T Technology > T Technology (General)
Q Science > QA Mathematics > QA75.5-76.95 Electronic computers. Computer science
Divisions: Faculty of Engineering and Technology (FET)
Depositing User: Ms Suzilawati Abu Samah
Date Deposited: 08 Sep 2011 02:30
Last Modified: 25 Feb 2014 03:06
URI: http://shdl.mmu.edu.my/id/eprint/2663

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