Glove-based approach to online signature verification

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...

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Main Authors: Nidal S., Kamel, Shohel, Sayeed, Grant A., Ellis
Format: Article
Published: IEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314 USA 2008
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Online Access:http://eprints.utp.edu.my/2353/1/SAMPLE_PAPER_PDF.pdf
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Institution: Universiti Teknologi Petronas
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spelling my.utp.eprints.23532017-01-19T08:26:15Z Glove-based approach to online signature verification Nidal S., Kamel Shohel, Sayeed Grant A., Ellis TK Electrical engineering. Electronics Nuclear engineering 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. IEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314 USA 2008-06 Article PeerReviewed application/pdf http://eprints.utp.edu.my/2353/1/SAMPLE_PAPER_PDF.pdf http://apps.isiknowledge.com/full_record.do?product=WOS&search_mode=GeneralSearch&qid=28&SID=X212JDdPAc7358p5C3D&page=1&doc=1 Nidal S., Kamel and Shohel, Sayeed and Grant A., Ellis (2008) Glove-based approach to online signature verification. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 30 (6 ). pp. 1109-1113. ISSN 0162-8828 http://eprints.utp.edu.my/2353/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Nidal S., Kamel
Shohel, Sayeed
Grant A., Ellis
Glove-based approach to online signature verification
description 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.
format Article
author Nidal S., Kamel
Shohel, Sayeed
Grant A., Ellis
author_facet Nidal S., Kamel
Shohel, Sayeed
Grant A., Ellis
author_sort Nidal S., Kamel
title Glove-based approach to online signature verification
title_short Glove-based approach to online signature verification
title_full Glove-based approach to online signature verification
title_fullStr Glove-based approach to online signature verification
title_full_unstemmed Glove-based approach to online signature verification
title_sort glove-based approach to online signature verification
publisher IEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314 USA
publishDate 2008
url http://eprints.utp.edu.my/2353/1/SAMPLE_PAPER_PDF.pdf
http://apps.isiknowledge.com/full_record.do?product=WOS&search_mode=GeneralSearch&qid=28&SID=X212JDdPAc7358p5C3D&page=1&doc=1
http://eprints.utp.edu.my/2353/
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