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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| Format: | Article |
| Language: | English |
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IEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314 USA
2008
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| Subjects: | |
| Online Access: | http://scholars.utp.edu.my/id/eprint/2353/ http://scholars.utp.edu.my/id/eprint/2353/1/SAMPLE_PAPER_PDF.pdf |
| _version_ | 1848659236352950272 |
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| author | Nidal S., Kamel Shohel, Sayeed Grant A., Ellis |
| author_facet | Nidal S., Kamel Shohel, Sayeed Grant A., Ellis |
| author_sort | Nidal S., Kamel |
| building | UTP Institutional Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-13T07:27:13Z |
| format | Article |
| id | oai:scholars.utp.edu.my:2353 |
| institution | Universiti Teknologi Petronas |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-13T07:27:13Z |
| publishDate | 2008 |
| publisher | IEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314 USA |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | oai:scholars.utp.edu.my:23532017-01-19T08:26:15Z http://scholars.utp.edu.my/id/eprint/2353/ 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 en http://scholars.utp.edu.my/id/eprint/2353/1/SAMPLE_PAPER_PDF.pdf 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://apps.isiknowledge.com/full_record.do?product=WOS&search_mode=GeneralSearch&qid=28&SID=X212JDdPAc7358p5C3D&page=1&doc=1 10.1109/TPAMI.2008.32 10.1109/TPAMI.2008.32 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Nidal S., Kamel Shohel, Sayeed Grant A., Ellis Glove-based approach to online signature verification |
| title | 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_short | Glove-based approach to online signature verification |
| title_sort | glove-based approach to online signature verification |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://scholars.utp.edu.my/id/eprint/2353/ http://scholars.utp.edu.my/id/eprint/2353/ http://scholars.utp.edu.my/id/eprint/2353/ http://scholars.utp.edu.my/id/eprint/2353/1/SAMPLE_PAPER_PDF.pdf |