메뉴 건너뛰기




Volumn 6, Issue 2, 2011, Pages 353-362

Classification of schizophrenic patients and healthy controls using multiple spatially independent components of structural MRI data

Author keywords

discriminative analysis; gray matter network; independent component analysis (ICA); schizophrenia; support vector machine (SVM)

Indexed keywords


EID: 79958758590     PISSN: 16733460     EISSN: 16733584     Source Type: Journal    
DOI: 10.1007/s11460-011-0142-2     Document Type: Article
Times cited : (6)

References (23)
  • 3
    • 28444491442 scopus 로고    scopus 로고
    • Regional deficits in brain volume in schizophrenia: a meta-analysis of voxel-based morphometry studies
    • Honea R, Crow T J, Passingham D, Mackay C E. Regional deficits in brain volume in schizophrenia: a meta-analysis of voxel-based morphometry studies. American Journal of Psychiatry, 2005, 162(12): 2233-2245.
    • (2005) American Journal of Psychiatry , vol.162 , Issue.12 , pp. 2233-2245
    • Honea, R.1    Crow, T.J.2    Passingham, D.3    Mackay, C.E.4
  • 4
    • 48949087605 scopus 로고    scopus 로고
    • The anatomy of first-episode and chronic schizophrenia: an anatomical likelihood estimation metaanalysis
    • Ellison-Wright I, Glahn D C, Laird A R, Thelen S M, Bullmore E. The anatomy of first-episode and chronic schizophrenia: an anatomical likelihood estimation metaanalysis. American Journal of Psychiatry, 2008, 165(8): 1015-1023.
    • (2008) American Journal of Psychiatry , vol.165 , Issue.8 , pp. 1015-1023
    • Ellison-Wright, I.1    Glahn, D.C.2    Laird, A.R.3    Thelen, S.M.4    Bullmore, E.5
  • 6
    • 13844272345 scopus 로고    scopus 로고
    • Voxel-based morphometry versus region of interest: a comparison of two methods for analyzing gray matter differences in schizophrenia
    • Giuliani N R, Calhoun V D, Pearlson G D, Francis A, Buchanan R W. Voxel-based morphometry versus region of interest: a comparison of two methods for analyzing gray matter differences in schizophrenia. Schizophrenia Research, 2005, 74(2-3): 135-147.
    • (2005) Schizophrenia Research , vol.74 , Issue.2-3 , pp. 135-147
    • Giuliani, N.R.1    Calhoun, V.D.2    Pearlson, G.D.3    Francis, A.4    Buchanan, R.W.5
  • 8
    • 65549168742 scopus 로고    scopus 로고
    • Machine learning classifiers and fMRI: a tutorial overview
    • Pereira F, Mitchell T, Botvinick M. Machine learning classifiers and fMRI: a tutorial overview. NeuroImage, 2009, 45(1): S199-S209.
    • (2009) NeuroImage , vol.45 , Issue.1 , pp. 199-209
    • Pereira, F.1    Mitchell, T.2    Botvinick, M.3
  • 10
    • 0035033714 scopus 로고    scopus 로고
    • Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms
    • Calhoun V D, Adali T, Pearlson G D, Pekar J J. Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms. Human Brain Mapping, 2001, 13(1): 43-53.
    • (2001) Human Brain Mapping , vol.13 , Issue.1 , pp. 43-53
    • Calhoun, V.D.1    Adali, T.2    Pearlson, G.D.3    Pekar, J.J.4
  • 12
    • 61449193335 scopus 로고    scopus 로고
    • Source-based morphometry: the use of independent component analysis to identify gray matter differences with application to schizophrenia
    • Xu L, Groth K M, Pearlson G, Schretlen D J, Calhoun V D. Source-based morphometry: the use of independent component analysis to identify gray matter differences with application to schizophrenia. Human Brain Mapping, 2009, 30(3): 711-724.
    • (2009) Human Brain Mapping , vol.30 , Issue.3 , pp. 711-724
    • Xu, L.1    Groth, K.M.2    Pearlson, G.3    Schretlen, D.J.4    Calhoun, V.D.5
  • 13
    • 55549121271 scopus 로고    scopus 로고
    • Temporal lobe and "default" hemodynamic brain modes discriminate between schizophrenia and bipolar disorder
    • Calhoun V D, Maciejewski P K, Pearlson G D, Kiehl K A. Temporal lobe and "default" hemodynamic brain modes discriminate between schizophrenia and bipolar disorder. Human Brain Mapping, 2008, 29(11): 1265-1275.
    • (2008) Human Brain Mapping , vol.29 , Issue.11 , pp. 1265-1275
    • Calhoun, V.D.1    Maciejewski, P.K.2    Pearlson, G.D.3    Kiehl, K.A.4
  • 14
    • 0033933649 scopus 로고    scopus 로고
    • Voxel-based morphometry - the methods
    • Ashburner J, Friston K J. Voxel-based morphometry - the methods. NeuroImage, 2000, 11(6): 805-821.
    • (2000) NeuroImage , vol.11 , Issue.6 , pp. 805-821
    • Ashburner, J.1    Friston, K.J.2
  • 15
    • 85032762613 scopus 로고    scopus 로고
    • Model-order selection: a review of information criterion rules
    • Stoica P, Selen Y. Model-order selection: a review of information criterion rules. IEEE Signal Processing Magazine, 2004, 21(4): 36-47.
    • (2004) IEEE Signal Processing Magazine , vol.21 , Issue.4 , pp. 36-47
    • Stoica, P.1    Selen, Y.2
  • 16
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Bell A J, Sejnowski T J. An information-maximization approach to blind separation and blind deconvolution. Neural Computation, 1995, 7(6): 1129-1159.
    • (1995) Neural Computation , vol.7 , Issue.6 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 18
    • 70749094780 scopus 로고    scopus 로고
    • Distinct pattern of brain structural deficits in subsyndromes of schizophrenia delineated by psychopathology
    • Nenadic I, Sauer H, Gaser C. Distinct pattern of brain structural deficits in subsyndromes of schizophrenia delineated by psychopathology. NeuroImage, 2010, 49(2): 1153-1160.
    • (2010) NeuroImage , vol.49 , Issue.2 , pp. 1153-1160
    • Nenadic, I.1    Sauer, H.2    Gaser, C.3
  • 19
    • 73749086757 scopus 로고    scopus 로고
    • Discriminative analysis of resting-state functional connectivity patterns of schizophrenia using low dimensional embedding of fMRI
    • Shen H, Wang L B, Liu Y D, Hu D W. Discriminative analysis of resting-state functional connectivity patterns of schizophrenia using low dimensional embedding of fMRI. NeuroImage, 2010, 49(4): 3110-3121.
    • (2010) NeuroImage , vol.49 , Issue.4 , pp. 3110-3121
    • Shen, H.1    Wang, L.B.2    Liu, Y.D.3    Hu, D.W.4
  • 20
    • 44249088535 scopus 로고    scopus 로고
    • Structural and functional biomarkers of prodromal Alzheimer's disease: a high-dimensional pattern classification study
    • Fan Y, Resnick S M, Wu X Y, Davatzikos C. Structural and functional biomarkers of prodromal Alzheimer's disease: a high-dimensional pattern classification study. NeuroImage, 2008, 41(2): 277-285.
    • (2008) NeuroImage , vol.41 , Issue.2 , pp. 277-285
    • Fan, Y.1    Resnick, S.M.2    Wu, X.Y.3    Davatzikos, C.4
  • 22
    • 70749151580 scopus 로고    scopus 로고
    • Regional sex differences in grey matter volume are associated with sex hormones in the young adult human brain
    • Witte A V, Savli M, Holik A, Kasper S, Lanzenberger R. Regional sex differences in grey matter volume are associated with sex hormones in the young adult human brain. NeuroImage, 2010, 49(2): 1205-1212.
    • (2010) NeuroImage , vol.49 , Issue.2 , pp. 1205-1212
    • Witte, A.V.1    Savli, M.2    Holik, A.3    Kasper, S.4    Lanzenberger, R.5
  • 23
    • 7444227503 scopus 로고    scopus 로고
    • Mapping IQ and gray matter density in healthy young people
    • Frangou S, Chitins X, Williams S C R. Mapping IQ and gray matter density in healthy young people. NeuroImage, 2004, 23(3): 800-805.
    • (2004) NeuroImage , vol.23 , Issue.3 , pp. 800-805
    • Frangou, S.1    Chitins, X.2    Williams, S.C.R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.