Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction

In this paper, we present a novel method of analyzing retinal vasculature using Fourier Fractal Dimension to extract the complexity of the retinal vasculature enhanced at different wavelet scales. Logistic regression was used as a fusion method to model the classifier for 5-year stroke prediction....

Full description

Bibliographic Details
Main Authors: Che Azemin, Mohd. Zulfaezal, Kumar, Dinesh Kant, Wong, Tien Yin, Wang, Jie Jin, Kawasaki, Ryo, Mitchell, Paul, Arjunan, Sridhar P.
Format: Conference or Workshop Item
Language:English
Published: 2010
Subjects:
Online Access:http://irep.iium.edu.my/24915/
http://irep.iium.edu.my/24915/
http://irep.iium.edu.my/24915/1/EMBC_2010.pdf
id iium-24915
recordtype eprints
spelling iium-249152013-07-18T05:11:32Z http://irep.iium.edu.my/24915/ Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction Che Azemin, Mohd. Zulfaezal Kumar, Dinesh Kant Wong, Tien Yin Wang, Jie Jin Kawasaki, Ryo Mitchell, Paul Arjunan, Sridhar P. QA75 Electronic computers. Computer science RZ Other systems of medicine TK7885 Computer engineering In this paper, we present a novel method of analyzing retinal vasculature using Fourier Fractal Dimension to extract the complexity of the retinal vasculature enhanced at different wavelet scales. Logistic regression was used as a fusion method to model the classifier for 5-year stroke prediction. The efficacy of this technique has been tested using standard pattern recognition performance evaluation, Receivers Operating Characteristics (ROC) analysis and medical prediction statistics, odds ratio. Stroke prediction model was developed using the proposed system. 2010 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/24915/1/EMBC_2010.pdf Che Azemin, Mohd. Zulfaezal and Kumar, Dinesh Kant and Wong, Tien Yin and Wang, Jie Jin and Kawasaki, Ryo and Mitchell, Paul and Arjunan, Sridhar P. (2010) Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction. In: 32nd Annual International Conference of the IEEE EMBS, 31st Aug. - 4 Sept.2010, Buenos Aires, Argentina. http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=05626209
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic QA75 Electronic computers. Computer science
RZ Other systems of medicine
TK7885 Computer engineering
spellingShingle QA75 Electronic computers. Computer science
RZ Other systems of medicine
TK7885 Computer engineering
Che Azemin, Mohd. Zulfaezal
Kumar, Dinesh Kant
Wong, Tien Yin
Wang, Jie Jin
Kawasaki, Ryo
Mitchell, Paul
Arjunan, Sridhar P.
Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction
description In this paper, we present a novel method of analyzing retinal vasculature using Fourier Fractal Dimension to extract the complexity of the retinal vasculature enhanced at different wavelet scales. Logistic regression was used as a fusion method to model the classifier for 5-year stroke prediction. The efficacy of this technique has been tested using standard pattern recognition performance evaluation, Receivers Operating Characteristics (ROC) analysis and medical prediction statistics, odds ratio. Stroke prediction model was developed using the proposed system.
format Conference or Workshop Item
author Che Azemin, Mohd. Zulfaezal
Kumar, Dinesh Kant
Wong, Tien Yin
Wang, Jie Jin
Kawasaki, Ryo
Mitchell, Paul
Arjunan, Sridhar P.
author_facet Che Azemin, Mohd. Zulfaezal
Kumar, Dinesh Kant
Wong, Tien Yin
Wang, Jie Jin
Kawasaki, Ryo
Mitchell, Paul
Arjunan, Sridhar P.
author_sort Che Azemin, Mohd. Zulfaezal
title Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction
title_short Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction
title_full Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction
title_fullStr Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction
title_full_unstemmed Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction
title_sort fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction
publishDate 2010
url http://irep.iium.edu.my/24915/
http://irep.iium.edu.my/24915/
http://irep.iium.edu.my/24915/1/EMBC_2010.pdf
first_indexed 2023-09-18T20:37:15Z
last_indexed 2023-09-18T20:37:15Z
_version_ 1777409128770043904