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....
| Main Authors: | , , , , , , |
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| Format: | Proceeding Paper |
| Language: | English |
| Published: |
2010
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/24915/1/EMBC_2010.pdf |
| _version_ | 1825646690784247808 |
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| 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 |
| collection | IIUM |
| 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. |
| first_indexed | 2024-03-05T23:06:21Z |
| format | Proceeding Paper |
| id | oai:generic.eprints.org:24915 |
| institution | International Islamic University Malaysia |
| language | English |
| last_indexed | 2024-03-05T23:06:21Z |
| publishDate | 2010 |
| record_format | dspace |
| spelling | oai:generic.eprints.org:249152022-11-09T07:52:38Z 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 Proceeding Paper 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 |
| 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 |
| title | 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_short | 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 |
| topic | QA75 Electronic computers. Computer science RZ Other systems of medicine TK7885 Computer engineering |
| url | http://irep.iium.edu.my/24915/1/EMBC_2010.pdf |
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