메뉴 건너뛰기




Volumn 45, Issue 8, 2004, Pages 2596-2605

Using unsupervised learning with variational bayesian mixture of factor analysis to identify patterns of glaucomatous visual field defects

Author keywords

[No Author keywords available]

Indexed keywords

AGE; ARTICLE; BAYES THEOREM; CONTROLLED STUDY; FACTORIAL ANALYSIS; GLAUCOMA; GLAUCOMATOUS OPTIC NEUROPATHY; HUMAN; LEARNING; MAJOR CLINICAL STUDY; OPTIC DISK; OPTIC NERVE DISEASE; PERIMETRY; PRIORITY JOURNAL; VISUAL FIELD; VISUAL FIELD DEFECT;

EID: 3242892323     PISSN: 01460404     EISSN: None     Source Type: Journal    
DOI: 10.1167/iovs.03-0343     Document Type: Article
Times cited : (39)

References (42)
  • 1
    • 0036138639 scopus 로고    scopus 로고
    • Comparing machine classifiers for diagnosing glaucoma from standard automated perimetry
    • Goldbaum MH, Sample PA, Chan K, et al. Comparing machine classifiers for diagnosing glaucoma from standard automated perimetry. Invest Ophthalmol Vis Sci. 2002;43:162-168.
    • (2002) Invest Ophthalmol Vis Sci , vol.43 , pp. 162-168
    • Goldbaum, M.H.1    Sample, P.A.2    Chan, K.3
  • 4
    • 0026717105 scopus 로고
    • Glaucoma hemifield test: Automated visual field analysis
    • Asman P, Heijl A. Glaucoma hemifield test: automated visual field analysis. Arch Ophthalmol. 1992;110:812-819.
    • (1992) Arch Ophthalmol , vol.110 , pp. 812-819
    • Asman, P.1    Heijl, A.2
  • 5
    • 0036325049 scopus 로고    scopus 로고
    • Using machine learning classifiers to identify glaucomatous change earlier in standard visual fields
    • Sample PA, Goldbaum MH, Chan K, et al. Using machine learning classifiers to identify glaucomatous change earlier in standard visual fields. Invest Ophthalmol Vis Sci. 2002;43:2660-2665. (Erratum. Invest Ophth. Vis Sci. 44:1813, 2003.)
    • (2002) Invest Ophthalmol Vis Sci , vol.43 , pp. 2660-2665
    • Sample, P.A.1    Goldbaum, M.H.2    Chan, K.3
  • 6
    • 0037406798 scopus 로고    scopus 로고
    • Erratum
    • Sample PA, Goldbaum MH, Chan K, et al. Using machine learning classifiers to identify glaucomatous change earlier in standard visual fields. Invest Ophthalmol Vis Sci. 2002;43:2660-2665. (Erratum. Invest Ophth. Vis Sci. 44:1813, 2003.)
    • (2003) Invest Ophth Vis Sci , vol.44 , pp. 1813
  • 8
    • 84898934543 scopus 로고    scopus 로고
    • Variational inference for Bayesian mixtures of factor analyzers
    • Solla S, Leen TK, Muller KR, eds. Cambridge, MA: MIT Press
    • Ghahramani Z, Beal MJ. Variational inference for Bayesian mixtures of factor analyzers. In: Solla S, Leen TK, Muller KR, eds. Advances in Neural Information Processing Systems 12. Cambridge, MA: MIT Press; 2000:449-455.
    • (2000) Advances in Neural Information Processing Systems 12 , pp. 449-455
    • Ghahramani, Z.1    Beal, M.J.2
  • 9
    • 0037848978 scopus 로고    scopus 로고
    • Variational learning of clusters of undercomplete nonsymmetric independent components
    • Chan K, Lee T-W, Sejnowski T. Variational learning of clusters of undercomplete nonsymmetric independent components. J Mach Learn Res. 2002;3:99-114.
    • (2002) J Mach Learn Res , vol.3 , pp. 99-114
    • Chan, K.1    Lee, T.-W.2    Sejnowski, T.3
  • 10
    • 0033225865 scopus 로고    scopus 로고
    • An introduction to variational methods for graphical models
    • Jordan MI, Ghahramani Z, Jaakkola T, Saul LK. An introduction to variational methods for graphical models. Mach Learn. 1999;37:183-233.
    • (1999) Mach Learn , vol.37 , pp. 183-233
    • Jordan, M.I.1    Ghahramani, Z.2    Jaakkola, T.3    Saul, L.K.4
  • 11
    • 0001441372 scopus 로고
    • Probable networks and plausible predictions: A review of practical Bayesian methods for supervised neural networks
    • MacKay DJC. Probable networks and plausible predictions: a review of practical Bayesian methods for supervised neural networks. Network. 1995;6:469-505.
    • (1995) Network , vol.6 , pp. 469-505
    • MacKay, D.J.C.1
  • 14
    • 0015191482 scopus 로고
    • Visual field defects in early open angle glaucoma
    • Armaly MF. Visual field defects in early open angle glaucoma. Trans Am Ophthalmol Soc. 1971;69:147-162.
    • (1971) Trans Am Ophthalmol Soc , vol.69 , pp. 147-162
    • Armaly, M.F.1
  • 15
    • 0002445608 scopus 로고
    • Frequency distribution in early glaucomatous visual field defects
    • Aulhom E, Karmeyer H. Frequency distribution in early glaucomatous visual field defects. Doc Ophthalmol Proc Ser. 1977;14:75-83.
    • (1977) Doc Ophthalmol Proc Ser , vol.14 , pp. 75-83
    • Aulhom, E.1    Karmeyer, H.2
  • 16
    • 0014466928 scopus 로고
    • The early field defects in glaucoma
    • Drance SM. The early field defects in glaucoma. Invest Ophthalmol Vis Sci. 1969;8:84-91.
    • (1969) Invest Ophthalmol Vis Sci , vol.8 , pp. 84-91
    • Drance, S.M.1
  • 17
    • 0015306174 scopus 로고
    • The glaucomatous visual field
    • Drance SM. The glaucomatous visual field. Br J Ophthalmol. 1972;56:186-200.
    • (1972) Br J Ophthalmol , vol.56 , pp. 186-200
    • Drance, S.M.1
  • 18
    • 0006453485 scopus 로고
    • The glaucoma visual field defect and its progression
    • Drance SM, Anderson DR, eds. Orlando: Grune & Stratton, Inc.
    • Drance SM. The glaucoma visual field defect and its progression. In: Drance SM, Anderson DR, eds. Automatic Perimetry in Glaucoma: A Practical Guide. Orlando: Grune & Stratton, Inc.; 1985:35-42.
    • (1985) Automatic Perimetry in Glaucoma: A Practical Guide , pp. 35-42
    • Drance, S.M.1
  • 19
    • 0020055388 scopus 로고
    • The onset and evolution of glaucomatous visual field defects
    • Hart WM, Becker B. The onset and evolution of glaucomatous visual field defects. Ophthalmology. 1982;89:268-269.
    • (1982) Ophthalmology , vol.89 , pp. 268-269
    • Hart, W.M.1    Becker, B.2
  • 20
    • 0021220633 scopus 로고
    • The frequency distribution of earliest glaucomatous visual field defects documented by automatic perimetry
    • Heijl A, Lundqvist L. The frequency distribution of earliest glaucomatous visual field defects documented by automatic perimetry. Acta Ophthalmol (Copenb). 1984;62:658-664.
    • (1984) Acta Ophthalmol (Copenb) , vol.62 , pp. 658-664
    • Heijl, A.1    Lundqvist, L.2
  • 21
    • 0018653487 scopus 로고
    • Changes in visual fields in glaucoma: Static and kinetic perimetry in 2,000 patients
    • Morin JD. Changes in visual fields in glaucoma: static and kinetic perimetry in 2,000 patients. Trans Am Ophthalmol Soc. 1979;77:622-642.
    • (1979) Trans Am Ophthalmol Soc , vol.77 , pp. 622-642
    • Morin, J.D.1
  • 22
    • 0018856609 scopus 로고
    • Location of early glaucomatous visual field defects
    • Nicholas SP, Werner EB. Location of early glaucomatous visual field defects. Can J Ophthalmol. 1980;15:131-133.
    • (1980) Can J Ophthalmol , vol.15 , pp. 131-133
    • Nicholas, S.P.1    Werner, E.B.2
  • 23
    • 0017647704 scopus 로고
    • Early visual field disturbances in glaucoma
    • Werner EB, Drance SM. Early visual field disturbances in glaucoma. Arch Ophthalmol. 1977;95:1173-1175.
    • (1977) Arch Ophthalmol , vol.95 , pp. 1173-1175
    • Werner, E.B.1    Drance, S.M.2
  • 24
    • 0009648066 scopus 로고
    • Uber das gesichtfeld beinq glaukom
    • Ronne H. Uber das Gesichtfeld beinq Glaukom. Klin Monastsbl Augenheilkd. 1909;47:12-33.
    • (1909) Klin Monastsbl Augenheilkd , vol.47 , pp. 12-33
    • Ronne, H.1
  • 25
    • 0036314747 scopus 로고    scopus 로고
    • The structure-function relationship in eyes with glaucomatous visual field loss that crosses the horizontal meridian
    • Boden C, Sample PA, Boehm AG, Vasile C, Akinepalli R, Weinreb RN. The structure-function relationship in eyes with glaucomatous visual field loss that crosses the horizontal meridian. Arch Ophthalmol. 2002;120:907-912.
    • (2002) Arch Ophthalmol , vol.120 , pp. 907-912
    • Boden, C.1    Sample, P.A.2    Boehm, A.G.3    Vasile, C.4    Akinepalli, R.5    Weinreb, R.N.6
  • 26
    • 0018861376 scopus 로고
    • Temporal visual field defects in glaucoma
    • Werner EB, Beraskow J. Temporal visual field defects in glaucoma. Can J Ophthalmol. 1980;15:13-14.
    • (1980) Can J Ophthalmol , vol.15 , pp. 13-14
    • Werner, E.B.1    Beraskow, J.2
  • 27
    • 0020042426 scopus 로고
    • Optic nerve damage in human glaucoma III. Quantitative correlation of nerve fiber loss and visual field defect in glaucoma, ischemic neuropathy, papilledema, and toxic neuropathy
    • Quigley HA, Addicks EM, Green WR. Optic nerve damage in human glaucoma III. Quantitative correlation of nerve fiber loss and visual field defect in glaucoma, ischemic neuropathy, papilledema, and toxic neuropathy. Arch Ophthalmol. 1982;100:135-146.
    • (1982) Arch Ophthalmol , vol.100 , pp. 135-146
    • Quigley, H.A.1    Addicks, E.M.2    Green, W.R.3
  • 28
    • 0017822795 scopus 로고
    • Use of discriminant analysis I. Prediction of visual field defects from features of the glaucoma disc
    • Susanna R, Drance SM. Use of discriminant analysis I. Prediction of visual field defects from features of the glaucoma disc. Arch Ophthalmol. 1978;96:1568-1570.
    • (1978) Arch Ophthalmol , vol.96 , pp. 1568-1570
    • Susanna, R.1    Drance, S.M.2
  • 29
    • 0018416802 scopus 로고
    • Optic disc parameters and onset of glaucomatous field loss. I. Methods and progressive changes in disc morphology
    • Sommer A, Pollck I, Maumenee AE. Optic disc parameters and onset of glaucomatous field loss. I. Methods and progressive changes in disc morphology. Arch Ophthalmol. 1979;97:1444-1448.
    • (1979) Arch Ophthalmol , vol.97 , pp. 1444-1448
    • Sommer, A.1    Pollck, I.2    Maumenee, A.E.3
  • 30
    • 0017939256 scopus 로고
    • The disc and field in glaucoma
    • Drance SM. The disc and field in glaucoma. Ophthalmology. 1978;85:209-214.
    • (1978) Ophthalmology , vol.85 , pp. 209-214
    • Drance, S.M.1
  • 32
    • 0037307790 scopus 로고    scopus 로고
    • Structure and Function Evaluation (SAFE): II. Comparison of optic disc and visual field characteristics
    • Johnson CA, Sample PA, Zangwill LM, et al. Structure and Function Evaluation (SAFE): II. Comparison of optic disc and visual field characteristics. Am J Ophthalmol. 2003;135:148-154.
    • (2003) Am J Ophthalmol , vol.135 , pp. 148-154
    • Johnson, C.A.1    Sample, P.A.2    Zangwill, L.M.3
  • 33
    • 0036272299 scopus 로고    scopus 로고
    • The Ocular Hypertension Treatment Study: Baseline factors that predict the onset of primary open-angle glaucoma
    • Gordon MO, Beiser JA, Brandt JD, et al. The Ocular Hypertension Treatment Study: baseline factors that predict the onset of primary open-angle glaucoma. Arch Ophthalmol. 2002;120:714-720.
    • (2002) Arch Ophthalmol , vol.120 , pp. 714-720
    • Gordon, M.O.1    Beiser, J.A.2    Brandt, J.D.3
  • 34
    • 0021353558 scopus 로고
    • Early foveal involvement and generalized depression of the visual field in glaucoma
    • Anctil JL, Anderson DR. Early foveal involvement and generalized depression of the visual field in glaucoma. Arch Ophthalmol 1984;102:363-370.
    • (1984) Arch Ophthalmol , vol.102 , pp. 363-370
    • Anctil, J.L.1    Anderson, D.R.2
  • 35
    • 0023128254 scopus 로고
    • Patterns of early visual field loss in open-angle glaucoma
    • Caprioli J, Sears M, Miller JM. Patterns of early visual field loss in open-angle glaucoma. Am J Ophthalmol. 1987;103:512-517.
    • (1987) Am J Ophthalmol , vol.103 , pp. 512-517
    • Caprioli, J.1    Sears, M.2    Miller, J.M.3
  • 36
    • 0001737110 scopus 로고
    • Is there a difference between glaucoma patients with more diffuse visual field damage?
    • Glowazki A, Flammer J. Is there a difference between glaucoma patients with more diffuse visual field damage? Doc Ophthalmol Proc Ser. 1987;49:317-320.
    • (1987) Doc Ophthalmol Proc Ser , vol.49 , pp. 317-320
    • Glowazki, A.1    Flammer, J.2
  • 37
    • 0024458258 scopus 로고
    • Lack of diffuse loss of differential light sensitivity in early glaucoma
    • Heijl A. Lack of diffuse loss of differential light sensitivity in early glaucoma. Acta Ophthalmol (Copenb). 1989;67:353-360.
    • (1989) Acta Ophthalmol (Copenb) , vol.67 , pp. 353-360
    • Heijl, A.1
  • 42
    • 0034124759 scopus 로고    scopus 로고
    • Visual function specific perimetry for indirect comparison of different ganglion cell populations in glaucoma
    • Sample PA, Bosworth CF, Blumenthal EZ, Girkin CA, Weinreb RN. Visual function specific perimetry for indirect comparison of different ganglion cell populations in glaucoma. Invest Ophthalmol Vis Sci. 2000;41:1783-1790.
    • (2000) Invest Ophthalmol Vis Sci , vol.41 , pp. 1783-1790
    • Sample, P.A.1    Bosworth, C.F.2    Blumenthal, E.Z.3    Girkin, C.A.4    Weinreb, R.N.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.