2018
Syed S.R. Abidi; Patrice C. Roy; Muhammad S. Shah; Jin Yu; Sanjun Yan
A data mining framework for glaucoma decision support based on optic nerve image analysis using machine learning methods Journal Article
In: Journal of Healthcare Informatics Research, vol. 2, no. 4, pp. 370-401, 2018.
Links | BibTeX | Tags: Classification, Clustering, Data Mining, Decision Support Systems, Optic Nerve
@article{Abidi2018,
title = {A data mining framework for glaucoma decision support based on optic nerve image analysis using machine learning methods},
author = {Syed S.R. Abidi and Patrice C. Roy and Muhammad S. Shah and Jin Yu and Sanjun Yan},
doi = {10.1007/s41666-018-0028-7},
year = {2018},
date = {2018-12-01},
journal = {Journal of Healthcare Informatics Research},
volume = {2},
number = {4},
pages = {370-401},
keywords = {Classification, Clustering, Data Mining, Decision Support Systems, Optic Nerve},
pubstate = {published},
tppubtype = {article}
}
2007
Syed Sibte Raza Abidi; Paul Habib Artes; Sanjan Yun; Jin Yu
Automated Interpretation of Optic Nerve Images: A Data Mining Framework for Glaucoma Diagnostic Support. Proceedings Article
In: Stud Health Technol Inform, pp. 1309-13, Netherlands, 2007, ISSN: 0926-9630.
Abstract | BibTeX | Tags: Classification, Clustering, Data Mining, Decision Support Systems, Optic Nerve
@inproceedings{Abidi:StudHealthTechnolInform:2007,
title = {Automated Interpretation of Optic Nerve Images: A Data Mining Framework for Glaucoma Diagnostic Support.},
author = {Syed Sibte Raza Abidi and Paul Habib Artes and Sanjan Yun and Jin Yu},
issn = {0926-9630},
year = {2007},
date = {2007-01-01},
booktitle = {Stud Health Technol Inform},
volume = {129},
number = {Pt 2},
pages = {1309-13},
address = {Netherlands},
abstract = {Confocal Scanning Laser Tomography (CSLT) techniques capture high-quality images of the optic disc (the retinal region where the optic nerve exits the eye) that are used in the diagnosis and monitoring of glaucoma. We present a hybrid framework, combining image processing and data mining methods, to support the interpretation of CSLT optic nerve images. Our framework features (a) Zernike moment methods to derive shape information from optic disc images; (b) classification of optic disc images, based on shape information, to distinguish between healthy and glaucomatous optic discs. We apply Multi Layer Perceptrons, Support Vector Machines and Bayesian Networks for feature sub-set selection and image classification; and (c) clustering of optic disc images, based on shape information, using Self-Organizing Maps to visualize sub-types of glaucomatous optic disc damage. Our framework offers an automated and objective analysis of optic nerve images that can potentially support both diagnosis and monitoring of glaucoma.},
keywords = {Classification, Clustering, Data Mining, Decision Support Systems, Optic Nerve},
pubstate = {published},
tppubtype = {inproceedings}
}
2005
Jin Yu; Syed Sibte Raza Abidi; Paul Habib Artes; Andrew R. McIntyre; Malcolm I. Heywood
Automated Optic Nerve Analysis for Diagnostic Support in Glaucoma Proceedings Article
In: 18th IEEE Symposium on Computer-Based Medical Systems (CBMS 2005), 23-24 June 2005, Dublin, Ireland, pp. 97–102, 2005.
Links | BibTeX | Tags: Classification, Clustering, Data Mining, Decision Support Systems, Glaucoma, Health Data Analytics, Optic Nerve
@inproceedings{DBLP:conf/cbms/YuAAMH05,
title = {Automated Optic Nerve Analysis for Diagnostic Support in Glaucoma},
author = {Jin Yu and Syed Sibte Raza Abidi and Paul Habib Artes and Andrew R. McIntyre and Malcolm I. Heywood},
url = {http://dx.doi.org/10.1109/CBMS.2005.36},
year = {2005},
date = {2005-01-01},
booktitle = {18th IEEE Symposium on Computer-Based Medical Systems (CBMS 2005), 23-24 June 2005, Dublin, Ireland},
pages = {97--102},
crossref = {DBLP:conf/cbms/2005},
keywords = {Classification, Clustering, Data Mining, Decision Support Systems, Glaucoma, Health Data Analytics, Optic Nerve},
pubstate = {published},
tppubtype = {inproceedings}
}