A hasty approach to ECG person identification
Using electrocardiogram (ECG) to extract identity, mood and behavioral information of individuals is a hot topic in biometric for the last 15 years. In an ECG signal, the region identified as the QRS complex is primarily used for classification of individuals. In this paper, we study an accepted...
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iium-546032017-05-23T08:01:58Z http://irep.iium.edu.my/54603/ A hasty approach to ECG person identification Wali, Tuerxun Mohd. Nor, Rizal Yaacob, Hamwira Sidek, Khairul Azami Abdul Rahman, Abdul Wahab TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices TK7885 Computer engineering Using electrocardiogram (ECG) to extract identity, mood and behavioral information of individuals is a hot topic in biometric for the last 15 years. In an ECG signal, the region identified as the QRS complex is primarily used for classification of individuals. In this paper, we study an accepted method for identification where feature points are extracted from selecting random points within the QRS region and using the multilayer perceptron (MLP) method for classification. In our experiments, feature points are varied and processing time are measured to study the speed in processing feature points for identification. Our results shows accuracy performance cost and gains and the performance with respect to the number of feature points. Additionally, a different method in using 3- point of QRS complex that can provide best accuracy and time performance is presented. Our method though compromises accuracy proves to give faster results and may be usable for future applications in IoT. IEEE 2016 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/54603/8/54603_A%20hasty%20approach%20to%20ECG%20person%20identification_scopus.pdf application/pdf en http://irep.iium.edu.my/54603/13/54603_A%20hasty%20approach%20to%20ECG%20person%20identification.pdf Wali, Tuerxun and Mohd. Nor, Rizal and Yaacob, Hamwira and Sidek, Khairul Azami and Abdul Rahman, Abdul Wahab (2016) A hasty approach to ECG person identification. In: 2016 International Conference on Computer and Communication Engineering (ICCCE), 25th-27th July 2016, Kuala Lumpur. http://ieeexplore.ieee.org/document/7808323/ 10.1109/ICCCE.2016.65 |
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TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices TK7885 Computer engineering Wali, Tuerxun Mohd. Nor, Rizal Yaacob, Hamwira Sidek, Khairul Azami Abdul Rahman, Abdul Wahab A hasty approach to ECG person identification |
description |
Using electrocardiogram (ECG) to extract identity,
mood and behavioral information of individuals is a hot
topic in biometric for the last 15 years. In an ECG signal,
the region identified as the QRS complex is primarily used for
classification of individuals. In this paper, we study an accepted
method for identification where feature points are extracted
from selecting random points within the QRS region and using
the multilayer perceptron (MLP) method for classification. In
our experiments, feature points are varied and processing time
are measured to study the speed in processing feature points
for identification. Our results shows accuracy performance cost
and gains and the performance with respect to the number
of feature points. Additionally, a different method in using 3-
point of QRS complex that can provide best accuracy and time
performance is presented. Our method though compromises
accuracy proves to give faster results and may be usable for
future applications in IoT. |
format |
Conference or Workshop Item |
author |
Wali, Tuerxun Mohd. Nor, Rizal Yaacob, Hamwira Sidek, Khairul Azami Abdul Rahman, Abdul Wahab |
author_facet |
Wali, Tuerxun Mohd. Nor, Rizal Yaacob, Hamwira Sidek, Khairul Azami Abdul Rahman, Abdul Wahab |
author_sort |
Wali, Tuerxun |
title |
A hasty approach to ECG person identification |
title_short |
A hasty approach to ECG person identification |
title_full |
A hasty approach to ECG person identification |
title_fullStr |
A hasty approach to ECG person identification |
title_full_unstemmed |
A hasty approach to ECG person identification |
title_sort |
hasty approach to ecg person identification |
publisher |
IEEE |
publishDate |
2016 |
url |
http://irep.iium.edu.my/54603/ http://irep.iium.edu.my/54603/ http://irep.iium.edu.my/54603/ http://irep.iium.edu.my/54603/8/54603_A%20hasty%20approach%20to%20ECG%20person%20identification_scopus.pdf http://irep.iium.edu.my/54603/13/54603_A%20hasty%20approach%20to%20ECG%20person%20identification.pdf |
first_indexed |
2023-09-18T21:17:15Z |
last_indexed |
2023-09-18T21:17:15Z |
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1777411644880584704 |