Principle Subspace-Based Signature Verification Technique

Online signature verification rests on hypothesis of which for any writer, there will be similarity among signature samples, with some scale variability and small distortion. The signature verification using SVD technique is a dynamic method in which when users sign, the system recognizes the si...

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Main Authors: Roushanak, Rahmat, Kamel , Nidal, Yahya, Norashikin
Format: Conference or Workshop Item
Published: 2009
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Online Access:http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5224192
http://eprints.utp.edu.my/5770/
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spelling my.utp.eprints.57702011-06-14T13:05:16Z Principle Subspace-Based Signature Verification Technique Roushanak, Rahmat Kamel , Nidal Yahya, Norashikin TK Electrical engineering. Electronics Nuclear engineering QA75 Electronic computers. Computer science Online signature verification rests on hypothesis of which for any writer, there will be similarity among signature samples, with some scale variability and small distortion. The signature verification using SVD technique is a dynamic method in which when users sign, the system recognizes the signature by analyzing its characters such as acceleration, pressure, and orientation. The SVD technique is used to find r-singular vectors sensing the maximal energy of the signature data matrix A. The data matrix is obtained using a virtual reality glove, 5DT Data Glove Ultra 14. The r-singular vector is called principle subspace which account for most of the variation in the original data. Having modeled the signature through its r-th principal subspace, the authenticity of the tried signature can be determined by calculating the average distance between its principal subspace and the template signature. The signature verification technique was tested with large number of authentic and forgery signatures and has demonstrated the good potential of this technique. 2009-08-28 Conference or Workshop Item PeerReviewed http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5224192 Roushanak, Rahmat and Kamel , Nidal and Yahya, Norashikin (2009) Principle Subspace-Based Signature Verification Technique. In: Innovative Technologies in Intelligent Systems and Industrial Applications, 2009 (CITISIA 2009 ), 25th - 26th July 2009, Kuala Lumpur, Malaysia. http://eprints.utp.edu.my/5770/
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
QA75 Electronic computers. Computer science
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
QA75 Electronic computers. Computer science
Roushanak, Rahmat
Kamel , Nidal
Yahya, Norashikin
Principle Subspace-Based Signature Verification Technique
description Online signature verification rests on hypothesis of which for any writer, there will be similarity among signature samples, with some scale variability and small distortion. The signature verification using SVD technique is a dynamic method in which when users sign, the system recognizes the signature by analyzing its characters such as acceleration, pressure, and orientation. The SVD technique is used to find r-singular vectors sensing the maximal energy of the signature data matrix A. The data matrix is obtained using a virtual reality glove, 5DT Data Glove Ultra 14. The r-singular vector is called principle subspace which account for most of the variation in the original data. Having modeled the signature through its r-th principal subspace, the authenticity of the tried signature can be determined by calculating the average distance between its principal subspace and the template signature. The signature verification technique was tested with large number of authentic and forgery signatures and has demonstrated the good potential of this technique.
format Conference or Workshop Item
author Roushanak, Rahmat
Kamel , Nidal
Yahya, Norashikin
author_facet Roushanak, Rahmat
Kamel , Nidal
Yahya, Norashikin
author_sort Roushanak, Rahmat
title Principle Subspace-Based Signature Verification Technique
title_short Principle Subspace-Based Signature Verification Technique
title_full Principle Subspace-Based Signature Verification Technique
title_fullStr Principle Subspace-Based Signature Verification Technique
title_full_unstemmed Principle Subspace-Based Signature Verification Technique
title_sort principle subspace-based signature verification technique
publishDate 2009
url http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5224192
http://eprints.utp.edu.my/5770/
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