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Volumn 88, Issue 1, 2010, Pages 44-52

Machine learning classifiers for glaucoma diagnosis based on classification of retinal nerve fibre layer thickness parameters measured by Stratus OCT

Author keywords

Artificial neural networks; Glaucoma diagnosis; Machine learning; Optical coherence tomography; Retinal nerve fibre layer

Indexed keywords

ADULT; AGED; ARTICLE; ARTIFICIAL NEURAL NETWORK; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; FEMALE; GLAUCOMA; HUMAN; MACHINE LEARNING; MAJOR CLINICAL STUDY; MALE; OPEN ANGLE GLAUCOMA; OPTICAL COHERENCE TOMOGRAPHY; PIGMENT GLAUCOMA; PRIORITY JOURNAL; PSEUDOEXFOLIATION; RETINA NERVE CELL; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE; VISUAL ACUITY; VISUAL FIELD;

EID: 76149109733     PISSN: 1755375X     EISSN: 17553768     Source Type: Journal    
DOI: 10.1111/j.1755-3768.2009.01784.x     Document Type: Article
Times cited : (81)

References (43)
  • 1
    • 32944476589 scopus 로고    scopus 로고
    • Effects of input data on the performance of a neural network in distinguishing normal and glaucomatous visual fields
    • Bengtsson B, Bizios D Heijl A (2005 Effects of input data on the performance of a neural network in distinguishing normal and glaucomatous visual fields. Invest Ophthalmol Vis Sci 46 : 3730 3736.
    • (2005) Invest Ophthalmol Vis Sci , vol.46 , pp. 3730-3736
    • Bengtsson, B.1    Bizios, D.2    Heijl, A.3
  • 2
    • 33846321243 scopus 로고    scopus 로고
    • Trained artificial neural network for glaucoma diagnosis using visual field data: A comparison with conventional algorithms
    • Bizios D, Heijl A Bengtsson B (2007 Trained artificial neural network for glaucoma diagnosis using visual field data: a comparison with conventional algorithms. J Glaucoma 16 : 20 28.
    • (2007) J Glaucoma , vol.16 , pp. 20-28
    • Bizios, D.1    Heijl, A.2    Bengtsson, B.3
  • 3
    • 0036846761 scopus 로고    scopus 로고
    • Comparing neural networks and linear discriminant functions for glaucoma detection using confocal scanning laser ophthalmoscopy of the optic disc
    • Bowd C, Chan K, Zangwill LM, Goldbaum MH, Lee TW, Sejnowski TJ Weinreb RN (2002 Comparing neural networks and linear discriminant functions for glaucoma detection using confocal scanning laser ophthalmoscopy of the optic disc. Invest Ophthalmol Vis Sci 43 : 3444 3454.
    • (2002) Invest Ophthalmol Vis Sci , vol.43 , pp. 3444-3454
    • Bowd, C.1    Chan, K.2    Zangwill, L.M.3    Goldbaum, M.H.4    Lee, T.W.5    Sejnowski, T.J.6    Weinreb, R.N.7
  • 4
    • 18244383805 scopus 로고    scopus 로고
    • Relevance vector machine and support vector machine classifier analysis of scanning laser polarimetry retinal nerve fiber layer measurements
    • Bowd C, Medeiros FA, Zhang Z et al. (2005 Relevance vector machine and support vector machine classifier analysis of scanning laser polarimetry retinal nerve fiber layer measurements. Invest Ophthalmol Vis Sci 46 : 1322 1329.
    • (2005) Invest Ophthalmol Vis Sci , vol.46 , pp. 1322-1329
    • Bowd, C.1    Medeiros, F.A.2    Zhang, Z.3
  • 5
    • 0029866233 scopus 로고    scopus 로고
    • Neural networks to identify glaucoma with structural and functional measurements
    • Brigatti L, Hoffman D Caprioli J (1996 Neural networks to identify glaucoma with structural and functional measurements. Am J Ophthalmol 121 : 511 521.
    • (1996) Am J Ophthalmol , vol.121 , pp. 511-521
    • Brigatti, L.1    Hoffman, D.2    Caprioli, J.3
  • 6
    • 23244456347 scopus 로고    scopus 로고
    • Reproducibility of retinal nerve fiber thickness measurements using the stratus OCT in normal and glaucomatous eyes
    • Budenz DL, Chang RT, Huang X, Knighton RW Tielsch JM (2005a Reproducibility of retinal nerve fiber thickness measurements using the stratus OCT in normal and glaucomatous eyes. Invest Ophthalmol Vis Sci 46 : 2440 2443.
    • (2005) Invest Ophthalmol Vis Sci , vol.46 , pp. 2440-2443
    • Budenz, D.L.1    Chang, R.T.2    Huang, X.3    Knighton, R.W.4    Tielsch, J.M.5
  • 7
    • 11344261778 scopus 로고    scopus 로고
    • Sensitivity and specificity of the StratusOCT for perimetric glaucoma
    • Budenz DL, Michael A, Chang RT, McSoley J Katz J (2005b Sensitivity and specificity of the StratusOCT for perimetric glaucoma. Ophthalmology 112 : 3 9.
    • (2005) Ophthalmology , vol.112 , pp. 3-9
    • Budenz, D.L.1    Michael, A.2    Chang, R.T.3    McSoley, J.4    Katz, J.5
  • 10
    • 40049096480 scopus 로고    scopus 로고
    • New developments in optical coherence tomography for glaucoma
    • Chang R Budenz DL (2008 New developments in optical coherence tomography for glaucoma. Curr Opin Ophthalmol 19 : 127 135.
    • (2008) Curr Opin Ophthalmol , vol.19 , pp. 127-135
    • Chang, R.1    Budenz, D.L.2
  • 12
    • 33746620875 scopus 로고    scopus 로고
    • Logistic regression analysis for glaucoma diagnosis using Stratus Optical Coherence Tomography
    • Chen HY, Huang ML Hung PT (2006 Logistic regression analysis for glaucoma diagnosis using Stratus Optical Coherence Tomography. Optom Vis Sci 83 : 527 534.
    • (2006) Optom Vis Sci , vol.83 , pp. 527-534
    • Chen, H.Y.1    Huang, M.L.2    Hung, P.T.3
  • 13
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach
    • DeLong ER, DeLong DM Clarke-Pearson DL (1988 Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44 : 837 845.
    • (1988) Biometrics , vol.44 , pp. 837-845
    • Delong, E.R.1    Delong, D.M.2    Clarke-Pearson, D.L.3
  • 14
    • 0141610816 scopus 로고    scopus 로고
    • Fourier analysis of optical coherence tomography and scanning laser polarimetry retinal nerve fiber layer measurements in the diagnosis of glaucoma
    • Essock EA, Sinai MJ, Bowd C, Zangwill LM Weinreb RN (2003 Fourier analysis of optical coherence tomography and scanning laser polarimetry retinal nerve fiber layer measurements in the diagnosis of glaucoma. Arch Ophthalmol 121 : 1238 1245.
    • (2003) Arch Ophthalmol , vol.121 , pp. 1238-1245
    • Essock, E.A.1    Sinai, M.J.2    Bowd, C.3    Zangwill, L.M.4    Weinreb, R.N.5
  • 15
    • 29144499905 scopus 로고    scopus 로고
    • Working set selection using second order information for training SVM
    • Fan RE, Chen PH Lin CJ (2005 Working set selection using second order information for training SVM. J Mach Learn Res 6 : 1889 1918.
    • (2005) J Mach Learn Res , vol.6 , pp. 1889-1918
    • Fan, R.E.1    Chen, P.H.2    Lin, C.J.3
  • 16
    • 0036138639 scopus 로고    scopus 로고
    • Comparing machine learning classifiers for diagnosing glaucoma from standard automated perimetry
    • Goldbaum MH, Sample PA, Chan K et al. (2002 Comparing machine learning classifiers for diagnosing glaucoma from standard automated perimetry. Invest Ophthalmol Vis Sci 43 : 162 169.
    • (2002) Invest Ophthalmol Vis Sci , vol.43 , pp. 162-169
    • Goldbaum, M.H.1    Sample, P.A.2    Chan, K.3
  • 18
  • 19
    • 4444370753 scopus 로고    scopus 로고
    • The nerve fibre layer symmetry test: Computerized evaluation of human retinal nerve fibre layer thickness as measured by optical coherence tomography
    • Hougaard JL, Heijl A Krogh E (2004 The nerve fibre layer symmetry test: computerized evaluation of human retinal nerve fibre layer thickness as measured by optical coherence tomography. Acta Ophthalmol Scand 82 : 410 418.
    • (2004) Acta Ophthalmol Scand , vol.82 , pp. 410-418
    • Hougaard, J.L.1    Heijl, A.2    Krogh, E.3
  • 20
    • 33751538525 scopus 로고    scopus 로고
    • Modelling the normal retinal nerve fibre layer thickness as measured by Stratus optical coherence tomography
    • Hougaard JL, Ostenfeld C, Heijl A Bengtsson B (2006 Modelling the normal retinal nerve fibre layer thickness as measured by Stratus optical coherence tomography. Graefes Arch Clin Exp Ophthalmol 244 : 1607 1614.
    • (2006) Graefes Arch Clin Exp Ophthalmol , vol.244 , pp. 1607-1614
    • Hougaard, J.L.1    Ostenfeld, C.2    Heijl, A.3    Bengtsson, B.4
  • 22
    • 33644673457 scopus 로고    scopus 로고
    • Development and comparison of automated classifiers for glaucoma diagnosis using Stratus optical coherence tomography
    • Huang ML Chen HY (2005 Development and comparison of automated classifiers for glaucoma diagnosis using Stratus optical coherence tomography. Invest Ophthalmol Vis Sci 46 : 4121 4129.
    • (2005) Invest Ophthalmol Vis Sci , vol.46 , pp. 4121-4129
    • Huang, M.L.1    Chen, H.Y.2
  • 25
    • 32944464155 scopus 로고    scopus 로고
    • Comparative study of retinal nerve fiber layer measurement by StratusOCT and GDx VCC, II: Structure/function regression analysis in glaucoma
    • Leung CK, Chong KK, Chan WM et al. (2005 Comparative study of retinal nerve fiber layer measurement by StratusOCT and GDx VCC, II: structure/function regression analysis in glaucoma. Invest Ophthalmol Vis Sci 46 : 3702 3711.
    • (2005) Invest Ophthalmol Vis Sci , vol.46 , pp. 3702-3711
    • Leung, C.K.1    Chong, K.K.2    Chan, W.M.3
  • 26
    • 29544451185 scopus 로고    scopus 로고
    • Comparison of retinal nerve fiber layer thickness and optic disk algorithms with optical coherence tomography to detect glaucoma
    • Manassakorn A, Nouri-Mahdavi K Caprioli J (2006 Comparison of retinal nerve fiber layer thickness and optic disk algorithms with optical coherence tomography to detect glaucoma. Am J Ophthalmol 141 : 105 115.
    • (2006) Am J Ophthalmol , vol.141 , pp. 105-115
    • Manassakorn, A.1    Nouri-Mahdavi, K.2    Caprioli, J.3
  • 27
    • 2942618989 scopus 로고    scopus 로고
    • Comparison of the GDx VCC scanning laser polarimeter, HRT II confocal scanning laser ophthalmoscope, and stratus OCT optical coherence tomograph for the detection of glaucoma
    • Medeiros FA, Zangwill LM, Bowd C Weinreb RN (2004 Comparison of the GDx VCC scanning laser polarimeter, HRT II confocal scanning laser ophthalmoscope, and stratus OCT optical coherence tomograph for the detection of glaucoma. Arch Ophthalmol 122 : 827 837.
    • (2004) Arch Ophthalmol , vol.122 , pp. 827-837
    • Medeiros, F.A.1    Zangwill, L.M.2    Bowd, C.3    Weinreb, R.N.4
  • 28
    • 11844270529 scopus 로고    scopus 로고
    • Evaluation of retinal nerve fiber layer, optic nerve head, and macular thickness measurements for glaucoma detection using optical coherence tomography
    • Medeiros FA, Zangwill LM, Bowd C, Vessani RM, Susanna R Jr. Weinreb RN (2005 Evaluation of retinal nerve fiber layer, optic nerve head, and macular thickness measurements for glaucoma detection using optical coherence tomography. Am J Ophthalmol 139 : 44 55.
    • (2005) Am J Ophthalmol , vol.139 , pp. 44-55
    • Medeiros, F.A.1    Zangwill, L.M.2    Bowd, C.3    Vessani, R.M.4    Susanna Jr., R.5    Weinreb, R.N.6
  • 29
    • 0027205884 scopus 로고
    • A scaled conjugate gradient algorithm for fast supervised learning
    • Møller MF (1993 A Scaled Conjugate Gradient Algorithm for Fast Supervised Learning. Neural Networks 6 : 525 533.
    • (1993) Neural Networks , vol.6 , pp. 525-533
    • Møller, M.F.1
  • 30
    • 34548072331 scopus 로고    scopus 로고
    • Evaluation of optical coherence tomography and heidelberg retinal tomography parameters in detecting early and moderate glaucoma
    • Naithani P, Sihota R, Sony P, Dada T, Gupta V, Kondal D Pandey RM (2007 Evaluation of optical coherence tomography and heidelberg retinal tomography parameters in detecting early and moderate glaucoma. Invest Ophthalmol Vis Sci 48 : 3138 3145.
    • (2007) Invest Ophthalmol Vis Sci , vol.48 , pp. 3138-3145
    • Naithani, P.1    Sihota, R.2    Sony, P.3    Dada, T.4    Gupta, V.5    Kondal, D.6    Pandey, R.M.7
  • 33
    • 0026642603 scopus 로고
    • An evaluation of optic disc and nerve fiber layer examinations in monitoring progression of early glaucoma damage
    • Quigley HA, Katz J, Derick RJ, Gilbert D Sommer A (1992 An evaluation of optic disc and nerve fiber layer examinations in monitoring progression of early glaucoma damage. Ophthalmology 99 : 19 28.
    • (1992) Ophthalmology , vol.99 , pp. 19-28
    • Quigley, H.A.1    Katz, J.2    Derick, R.J.3    Gilbert, D.4    Sommer, A.5
  • 37
    • 33744717801 scopus 로고    scopus 로고
    • Diagnostic capability of optical coherence tomography in evaluating the degree of glaucomatous retinal nerve fiber damage
    • Sihota R, Sony P, Gupta V, Dada T Singh R (2006 Diagnostic capability of optical coherence tomography in evaluating the degree of glaucomatous retinal nerve fiber damage. Invest Ophthalmol Vis Sci 47 : 2006 2010.
    • (2006) Invest Ophthalmol Vis Sci , vol.47 , pp. 2006-2010
    • Sihota, R.1    Sony, P.2    Gupta, V.3    Dada, T.4    Singh, R.5
  • 39
    • 19344369418 scopus 로고    scopus 로고
    • A spatio-temporal Bayesian network classifier for understanding visual field deterioration
    • Tucker A, Vinciotti V, Liu X Garway-Heath D (2005 A spatio-temporal Bayesian network classifier for understanding visual field deterioration. Artif Intell Med 34 : 163 177.
    • (2005) Artif Intell Med , vol.34 , pp. 163-177
    • Tucker, A.1    Vinciotti, V.2    Liu, X.3    Garway-Heath, D.4
  • 40
    • 0027238164 scopus 로고
    • Nerve fiber layer defects with normal visual fields. Do normal optic disc and normal visual field indicate absence of glaucomatous abnormality?
    • Discussion 597-8.
    • Tuulonen A, Lehtola J Airaksinen PJ (1993 Nerve fiber layer defects with normal visual fields. Do normal optic disc and normal visual field indicate absence of glaucomatous abnormality?. Ophthalmology 100 : 587 597 Discussion 597-8.
    • (1993) Ophthalmology , vol.100 , pp. 587-597
    • Tuulonen, A.1    Lehtola, J.2    Airaksinen, P.J.3
  • 41
    • 11844254835 scopus 로고    scopus 로고
    • Comparison of three optical coherence tomography scanning areas for detection of glaucomatous damage
    • Wollstein G, Ishikawa H, Wang J, Beaton SA Schuman JS (2005 Comparison of three optical coherence tomography scanning areas for detection of glaucomatous damage. Am J Ophthalmol 139 : 39 43.
    • (2005) Am J Ophthalmol , vol.139 , pp. 39-43
    • Wollstein, G.1    Ishikawa, H.2    Wang, J.3    Beaton, S.A.4    Schuman, J.S.5
  • 42
    • 4344713313 scopus 로고    scopus 로고
    • Heidelberg retina tomograph measurements of the optic disc and parapapillary retina for detecting glaucoma analyzed by machine learning classifiers
    • Zangwill LM, Chan K, Bowd C, Hao J, Lee TW, Weinreb RN, Sejnowski TJ Goldbaum MH (2004 Heidelberg retina tomograph measurements of the optic disc and parapapillary retina for detecting glaucoma analyzed by machine learning classifiers. Invest Ophthalmol Vis Sci 45 : 3144 3151.
    • (2004) Invest Ophthalmol Vis Sci , vol.45 , pp. 3144-3151
    • Zangwill, L.M.1    Chan, K.2    Bowd, C.3    Hao, J.4    Lee, T.W.5    Weinreb, R.N.6    Sejnowski, T.J.7    Goldbaum, M.H.8
  • 43
    • 14544307975 scopus 로고    scopus 로고
    • Principal manifolds and nonlinear dimensionality reduction via local tangent space alignment
    • Zhang Z Zha H (2004 Principal manifolds and nonlinear dimensionality reduction via local tangent space alignment. SIAM Journal of Scientific Computing 26 : 313 338.
    • (2004) SIAM Journal of Scientific Computing , vol.26 , pp. 313-338
    • Zhang, Z.1    Zha, H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.