Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction.
Publication
, Journal Article
Che Azemin, MZ; Kumar, DK; Wong, TY; Wang, JJ; Kawasaki, R; Mitchell, P; Arjunan, SP
Published in: Annu Int Conf IEEE Eng Med Biol Soc
2010
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.
Duke Scholars
Published In
Annu Int Conf IEEE Eng Med Biol Soc
DOI
ISSN
2375-7477
Publication Date
2010
Volume
2010
Start / End Page
4308 / 4311
Location
United States
Related Subject Headings
- Stroke
- Retina
- ROC Curve
- Middle Aged
- Logistic Models
- Humans
- Fractals
- Aged, 80 and over
- Aged
Citation
APA
Chicago
ICMJE
MLA
NLM
Che Azemin, M. Z., Kumar, D. K., Wong, T. Y., Wang, J. J., Kawasaki, R., Mitchell, P., & Arjunan, S. P. (2010). Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction. Annu Int Conf IEEE Eng Med Biol Soc, 2010, 4308–4311. https://doi.org/10.1109/IEMBS.2010.5626209
Che Azemin, M. Z., Dinesh K. Kumar, T. Y. Wong, J. J. Wang, R. Kawasaki, P. Mitchell, and Sridhar P. Arjunan. “Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction.” Annu Int Conf IEEE Eng Med Biol Soc 2010 (2010): 4308–11. https://doi.org/10.1109/IEMBS.2010.5626209.
Che Azemin MZ, Kumar DK, Wong TY, Wang JJ, Kawasaki R, Mitchell P, et al. Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction. Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:4308–11.
Che Azemin, M. Z., et al. “Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction.” Annu Int Conf IEEE Eng Med Biol Soc, vol. 2010, 2010, pp. 4308–11. Pubmed, doi:10.1109/IEMBS.2010.5626209.
Che Azemin MZ, Kumar DK, Wong TY, Wang JJ, Kawasaki R, Mitchell P, Arjunan SP. Fusion of multiscale wavelet-based fractal analysis on retina image for stroke prediction. Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:4308–4311.
Published In
Annu Int Conf IEEE Eng Med Biol Soc
DOI
ISSN
2375-7477
Publication Date
2010
Volume
2010
Start / End Page
4308 / 4311
Location
United States
Related Subject Headings
- Stroke
- Retina
- ROC Curve
- Middle Aged
- Logistic Models
- Humans
- Fractals
- Aged, 80 and over
- Aged