Brain signatures: a modality for biometric authentication
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Institute of Electrical and Electronics Engineering (IEEE)
2009
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my.unimap-73912009-12-10T03:10:50Z Brain signatures: a modality for biometric authentication Hema, Chengalvarayan Radhakrishnamurthy Paulraj, Murugesapandian Kaur, Harkirenjit hema@unimap.edu.my Biometrics (Access Control) Electroencephalography Digital signatures Biometric authentication technique Neural network Brain signatures Medical signal processing Link to publisher's homepage at http://ieeexplore.ieee.org In this paper we investigate the use of brain signatures as a possible biometric authentication technique. Research on brain EEG signals has shown that individuals exhibit unique brain patterns for similar tasks. In this paper we use brain EEG signals recorded during the performance of three mental tasks to identify six individuals. PSD features using Welch algorithm is extracted from the EEG Beta waves. A feed forward neural classifier is used to identify the six individuals. The performance of the neural network is appreciable with an average accuracy of 94.4 to 97.5%. Results validate the usage of brain signatures as a possible modality for biometric verification. 2009-12-10T03:10:50Z 2009-12-10T03:10:50Z 2008-12-01 Working Paper p.1-4 978-1-4244-2315-6 http://ieeexplore.ieee.org/search/wrapper.jsp?arnumber=4786753 http://hdl.handle.net/123456789/7391 en Proceedings of the International Conference on Electronic Design (ICED 2008) Institute of Electrical and Electronics Engineering (IEEE) |
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Biometrics (Access Control) Electroencephalography Digital signatures Biometric authentication technique Neural network Brain signatures Medical signal processing |
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Biometrics (Access Control) Electroencephalography Digital signatures Biometric authentication technique Neural network Brain signatures Medical signal processing Hema, Chengalvarayan Radhakrishnamurthy Paulraj, Murugesapandian Kaur, Harkirenjit Brain signatures: a modality for biometric authentication |
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Link to publisher's homepage at http://ieeexplore.ieee.org |
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hema@unimap.edu.my |
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hema@unimap.edu.my Hema, Chengalvarayan Radhakrishnamurthy Paulraj, Murugesapandian Kaur, Harkirenjit |
format |
Working Paper |
author |
Hema, Chengalvarayan Radhakrishnamurthy Paulraj, Murugesapandian Kaur, Harkirenjit |
author_sort |
Hema, Chengalvarayan Radhakrishnamurthy |
title |
Brain signatures: a modality for biometric authentication |
title_short |
Brain signatures: a modality for biometric authentication |
title_full |
Brain signatures: a modality for biometric authentication |
title_fullStr |
Brain signatures: a modality for biometric authentication |
title_full_unstemmed |
Brain signatures: a modality for biometric authentication |
title_sort |
brain signatures: a modality for biometric authentication |
publisher |
Institute of Electrical and Electronics Engineering (IEEE) |
publishDate |
2009 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/7391 |
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1643788801741422592 |
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13.222552 |