Discriminating between Glaucoma and Normal Eyes Using Optical Coherence Tomography and the ‘Random Forests’ Classifier
Published 2014 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Discriminating between Glaucoma and Normal Eyes Using Optical Coherence Tomography and the ‘Random Forests’ Classifier
Authors
Keywords
Glaucoma, Eyes, Tomography, Machine learning, Decision trees, Nerve fibers, Ganglion cells, Fovea centralis
Journal
PLoS One
Volume 9, Issue 8, Pages e106117
Publisher
Public Library of Science (PLoS)
Online
2014-08-29
DOI
10.1371/journal.pone.0106117
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Glaucoma-Induced Optic Disc Morphometric Changes and Glaucoma Diagnostic Ability of Heidelberg Retina Tomograph II in Highly Myopic Eyes
- (2014) Chihiro Mayama et al. PLoS One
- Spectral-domain optical coherence tomography for early glaucoma assessment: analysis of macular ganglion cell complex versus peripapillary retinal nerve fiber layer
- (2013) Pilar A.M. Moreno et al. CANADIAN JOURNAL OF OPHTHALMOLOGY-JOURNAL CANADIEN D OPHTALMOLOGIE
- Cross-sectional study: Does combining optical coherence tomography measurements using the ‘Random Forest’ decision tree classifier improve the prediction of the presence of perimetric deterioration in glaucoma suspects?
- (2013) Koichiro Sugimoto et al. BMJ Open
- Impact of high myopia on the performance of SD-OCT parameters to detect glaucoma
- (2012) Takuhei Shoji et al. GRAEFES ARCHIVE FOR CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY
- pROC: an open-source package for R and S+ to analyze and compare ROC curves
- (2011) Xavier Robin et al. BMC BIOINFORMATICS
- Retinal nerve fiber layer and macular inner retina measurements by spectral domain optical coherence tomograph in Indian eyes with early glaucoma
- (2011) H L Rao et al. EYE
- Diagnostic ability of retinal ganglion cell complex, retinal nerve fiber layer, and optic nerve head measurements by Fourier-domain optical coherence tomography
- (2011) Andreas Schulze et al. GRAEFES ARCHIVE FOR CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY
- Comparing the ganglion cell complex and retinal nerve fibre layer measurements by Fourier domain OCT to detect glaucoma in high myopia
- (2010) N. R. Kim et al. BRITISH JOURNAL OF OPHTHALMOLOGY
- Diagnostic accuracy of nerve fibre layer, macular thickness and optic disc measurements made with the RTVue-100 optical coherence tomograph to detect glaucoma
- (2010) A Garas et al. EYE
- Performance comparison of machine learning algorithms and number of independent components used in fMRI decoding of belief vs. disbelief
- (2010) P.K. Douglas et al. NEUROIMAGE
- Comparison of Different Spectral Domain Optical Coherence Tomography Scanning Areas for Glaucoma Diagnosis
- (2010) Harsha L. Rao et al. OPHTHALMOLOGY
- Automated layer segmentation of macular OCT images using dual-scale gradient information
- (2010) Qi Yang et al. OPTICS EXPRESS
- Detection of Macular Ganglion Cell Loss in Glaucoma by Fourier-Domain Optical Coherence Tomography
- (2009) Ou Tan et al. OPHTHALMOLOGY
- Conditional Variable Importance for Random Forests
- (2008) Carolin Strobl et al. BMC BIOINFORMATICS
Create your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create NowAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started