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Volumn 2, Issue 1, 2013, Pages 883-893

Multiclass classification of FDG PET scans for the distinction between Parkinson's disease and atypical parkinsonian syndromes

Author keywords

Bagging; Boostrap resampling; Computer aided diagnosis; Corticobasal syndrome; Data mining; Error Correcting; FDG PET; Multiclass classification; Multiple system atrophy; Output Code; Parkinson's disease; Pattern recognition; Progressive supranuclear palsy; Relevance vector machine

Indexed keywords

FLUORODEOXYGLUCOSE F 18;

EID: 84880533984     PISSN: None     EISSN: 22131582     Source Type: Journal    
DOI: 10.1016/j.nicl.2013.06.004     Document Type: Article
Times cited : (76)

References (57)
  • 2
    • 58849122658 scopus 로고    scopus 로고
    • Riluzole treatment, survival and diagnostic criteria in Parkinson plus disorders: The NNIPPS study
    • G. Bensimon, A. Ludolph, Y. Agid, M. Vidailhet, C. Payan, and P.N. Leigh Riluzole treatment, survival and diagnostic criteria in Parkinson plus disorders: the NNIPPS study Brain 132 2009 156 171
    • (2009) Brain , vol.132 , pp. 156-171
    • Bensimon, G.1    Ludolph, A.2    Agid, Y.3    Vidailhet, M.4    Payan, C.5    Leigh, P.N.6
  • 4
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman Bagging predictors Machine Learning 24 1996 123 140 (Pubitemid 126724382)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 5
    • 52049116700 scopus 로고    scopus 로고
    • Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns
    • F. De Martino, G. Valente, N. Staeren, J. Ashburner, R. Goebel, and E. Formisano Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns NeuroImage 43 2008 44 58
    • (2008) NeuroImage , vol.43 , pp. 44-58
    • De Martino, F.1    Valente, G.2    Staeren, N.3    Ashburner, J.4    Goebel, R.5    Formisano, E.6
  • 7
    • 0000406788 scopus 로고
    • Solving multiclass learning problems via Error-Correcting Output Codes
    • T.G. Dietterich, and G. Bakiri Solving multiclass learning problems via Error-Correcting Output Codes JAIR 2 1995 263 286
    • (1995) JAIR , vol.2 , pp. 263-286
    • Dietterich, T.G.1    Bakiri, G.2
  • 8
    • 20444436869 scopus 로고    scopus 로고
    • FDG PET in the differential diagnosis of parkinsonian disorders
    • DOI 10.1016/j.neuroimage.2005.03.012, PII S1053811905001527
    • T. Eckert, A. Barnes, V. Dhawan, S. Frucht, M.F. Gordon, A.S. Feigin, and D. Eidelberg FDG PET in the differential diagnosis of parkinsonian disorders NeuroImage 26 2005 912 921 (Pubitemid 40825033)
    • (2005) NeuroImage , vol.26 , Issue.3 , pp. 912-921
    • Eckert, T.1    Barnes, A.2    Dhawan, V.3    Frucht, S.4    Gordon, M.F.5    Feigin, A.S.6    Eidelberg, D.7
  • 9
    • 84964203940 scopus 로고
    • Bootstrap methods for standard errors, confidence intervals, and other measures of statical accuracy
    • B. Efron, and R. Tibshirani Bootstrap methods for standard errors, confidence intervals, and other measures of statical accuracy Statistical Sciences 1 1986 54 77
    • (1986) Statistical Sciences , vol.1 , pp. 54-77
    • Efron, B.1    Tibshirani, R.2
  • 11
    • 0004183412 scopus 로고
    • Cross-validation and the bootstrap: Estimating the error rate of a prediction rule
    • Stanford University
    • B. Efron, and R. Tibshirani Cross-validation and the bootstrap: estimating the error rate of a prediction rule Technical Report of the Division of Biostatistics 1995 Stanford University 176
    • (1995) Technical Report of the Division of Biostatistics , pp. 176
    • Efron, B.1    Tibshirani, R.2
  • 14
    • 45849095187 scopus 로고    scopus 로고
    • Comparison of cerebral glucose metabolism between multiple system atrophy Parkinsonian type and Parkinson's disease
    • DOI 10.1179/174313208X300396, Stroke Research in China
    • T. Feng, Y. Wang, Q. Ouyang, Z. Duan, W. Li, L. Lu, and W. Xiang Comparison of cerebral glucose metabolism between multiple system atrophy Parkinsonian type and Parkinson's disease Neurological Research 30 2008 377 382 (Pubitemid 351881290)
    • (2008) Neurological Research , vol.30 , Issue.4 , pp. 377-382
    • Feng, T.1    Wang, Y.2    Ouyang, Q.3    Duan, Z.4    Li, W.5    Lu, L.6    Xiang, W.7
  • 19
    • 0036829477 scopus 로고    scopus 로고
    • Differentiating multiple system atrophy from parkinson's disease: Contribution of striatal and midbrain MRI volumetry and multi-tracer PET imaging
    • DOI 10.1136/jnnp.73.5.517
    • M. Ghaemi, R. Hilker, J. Rudolf, J. Sobesky, and W.D. Heiss Differentiating multiple system atrophy from Parkinson's disease: contribution of striatal and midbrain MRI volumetry and multi-tracer PET imaging Journal of Neurology, Neurosurgery, and Psychiatry 73 2002 517 523 (Pubitemid 35246803)
    • (2002) Journal of Neurology Neurosurgery and Psychiatry , vol.73 , Issue.5 , pp. 517-523
    • Ghaemi, M.1    Hilker, R.2    Rudolf, J.3    Sobesky, J.4    Heiss, W.-D.5
  • 20
    • 0023887031 scopus 로고
    • Accuracy in the clinical diagnosis of parkinsonian syndromes
    • W.R. Gibb Accuracy in the clinical diagnosis of parkinsonian syndromes Postgraduate Medical Journal 64 1988 345 351
    • (1988) Postgraduate Medical Journal , vol.64 , pp. 345-351
    • Gibb, W.R.1
  • 22
    • 41149177434 scopus 로고    scopus 로고
    • The progression of pathology in longitudinally followed patients with Parkinson's disease
    • G. Halliday, M. Hely, W. Reid, and J. Morris The progression of pathology in longitudinally followed patients with Parkinson's disease Acta Neuropathologica 115 2008 409 415
    • (2008) Acta Neuropathologica , vol.115 , pp. 409-415
    • Halliday, G.1    Hely, M.2    Reid, W.3    Morris, J.4
  • 26
    • 0026629509 scopus 로고
    • What features improve the accuracy of clinical diagnosis in Parkinson's disease: A clinicopathologic study
    • A.J. Hughes, Y. Ben Shlomo, S.E. Daniel, and A.J. Lees What features improve the accuracy of clinical diagnosis in Parkinson's disease: a clinicopathologic study Neurology 42 1992 1142 1146
    • (1992) Neurology , vol.42 , pp. 1142-1146
    • Hughes, A.J.1    Ben Shlomo, Y.2    Daniel, S.E.3    Lees, A.J.4
  • 27
    • 0035940582 scopus 로고    scopus 로고
    • Improved accuracy of clinical diagnosis of Lewy body Parkinson's disease
    • A.J. Hughes, S.E. Daniel, and A.J. Lees Improved accuracy of clinical diagnosis of Lewy body Parkinson's disease Neurology 57 2001 1497 1499 (Pubitemid 32995738)
    • (2001) Neurology , vol.57 , Issue.8 , pp. 1497-1499
    • Hughes, A.J.1    Daniel, S.E.2    Lees, A.J.3
  • 28
    • 0036209085 scopus 로고    scopus 로고
    • The accuracy of diagnosis of parkinsonian syndromes in a specialist movement disorder service
    • A.J. Hughes, S.E. Daniel, Y. Ben Shlomo, and A.J. Lees The accuracy of diagnosis of parkinsonian syndromes in a specialist movement disorder service Brain 125 2002 861 870 (Pubitemid 34279780)
    • (2002) Brain , vol.125 , Issue.4 , pp. 861-870
    • Hughes, A.J.1    Daniel, S.E.2    Ben-Shlomo, Y.3    Lees, A.J.4
  • 30
    • 26444432393 scopus 로고    scopus 로고
    • Direct comparison between regional cerebral metabolism in progressive supranuclear palsy and Parkinson's disease
    • DOI 10.1002/mds.20493
    • R.C. Klein, B.M. de Jong, J.J. de Vries, and K.L. Leenders Direct comparison between regional cerebral metabolism in progressive supranuclear palsy and Parkinson's disease Movement Disorders 20 2005 1021 1030 (Pubitemid 41419520)
    • (2005) Movement Disorders , vol.20 , Issue.8 , pp. 1021-1030
    • Klein, R.C.1    De Jong, B.M.2    De Vries, J.J.3    Leenders, K.L.4
  • 34
    • 0001111974 scopus 로고
    • Cortico-basal ganglionic degeneration
    • D.B. Calne, W.B. Saunders Philadelphia
    • A.E. Lang, D.E. Riley, and C. Bergeron Cortico-basal ganglionic degeneration D.B. Calne, Neurodegenerative Diseases 1994 W.B. Saunders Philadelphia 877 894
    • (1994) Neurodegenerative Diseases , pp. 877-894
    • Lang, A.E.1    Riley, D.E.2    Bergeron, C.3
  • 35
    • 0033380151 scopus 로고    scopus 로고
    • Fluorodopa uptake and glucose metabolism in early stages of corticobasal degeneration
    • DOI 10.1007/s004150050534
    • S. Laureys, E. Salmon, G. Garraux, P. Peigneux, C. Lemaire, C. Degueldre, and G. Franck Fluorodopa uptake and glucose metabolism in early stages of corticobasal degeneration Journal of Neurology 246 1999 1151 1158 (Pubitemid 30021239)
    • (1999) Journal of Neurology , vol.246 , Issue.12 , pp. 1151-1158
    • Laureys, S.1    Salmon, E.2    Garraux, G.3    Peigneux, P.4    Lemaire, C.5    Degueldre, C.6    Franck, G.7
  • 39
    • 0035095424 scopus 로고    scopus 로고
    • Misunderstanding analysis of covariance
    • DOI 10.1037//0021-843X.110.1.40
    • G.A. Miller, and J.P. Chapman Misunderstanding analysis of covariance Journal of Abnormal Psychology 110 2001 40 48 (Pubitemid 32205156)
    • (2001) Journal of Abnormal Psychology , vol.110 , Issue.1 , pp. 40-48
    • Miller, G.A.1    Chapman, J.P.2
  • 40
    • 33750737054 scopus 로고    scopus 로고
    • The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data
    • DOI 10.1016/j.neuroimage.2006.08.016, PII S1053811906008469
    • J. Mourao-Miranda, E. Reynaud, F. McGlone, G. Calvert, and M. Brammer The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data NeuroImage 33 2006 1055 1065 (Pubitemid 44708793)
    • (2006) NeuroImage , vol.33 , Issue.4 , pp. 1055-1065
    • Mourao-Miranda, J.1    Reynaud, E.2    McGlone, F.3    Calvert, G.4    Brammer, M.5
  • 47
    • 84860357320 scopus 로고    scopus 로고
    • Decoding semi-constrained brain activity from FMRI using support vector machines and gaussian processes
    • J. Schrouff, C. Kusse, L. Wehenkel, P. Maquet, and C. Phillips Decoding semi-constrained brain activity from FMRI using support vector machines and gaussian processes PloS One 7 2012 e35860
    • (2012) PloS One , vol.7 , pp. 35860
    • Schrouff, J.1    Kusse, C.2    Wehenkel, L.3    Maquet, P.4    Phillips, C.5
  • 48
    • 62049084052 scopus 로고    scopus 로고
    • Differential diagnosis of parkinsonian syndromes using PCA-based functional imaging features
    • P.G. Spetsieris, Y. Ma, V. Dhawan, and D. Eidelberg Differential diagnosis of parkinsonian syndromes using PCA-based functional imaging features NeuroImage 45 2009 1241 1252
    • (2009) NeuroImage , vol.45 , pp. 1241-1252
    • Spetsieris, P.G.1    Ma, Y.2    Dhawan, V.3    Eidelberg, D.4
  • 51
    • 0001224048 scopus 로고    scopus 로고
    • Sparse bayesian learning and the relevance vector machine
    • DOI 10.1162/15324430152748236
    • M.E. Tipping Sparse Bayesian learning and the relevance vector machine Journal of Machine Learning Research 1 2001 211 244 (Pubitemid 33687203)
    • (2001) Journal of Machine Learning Research , vol.1 , Issue.3 , pp. 211-244
    • Tipping, M.E.1
  • 52
    • 78349261173 scopus 로고    scopus 로고
    • Systematic review of levodopa dose equivalency reporting in Parkinson's disease
    • C.L. Tomlinson, R. Stowe, S. Patel, C. Rick, R. Gray, and C.E. Clarke Systematic review of levodopa dose equivalency reporting in Parkinson's disease Movement Disorders 25 2010 2649 2653
    • (2010) Movement Disorders , vol.25 , pp. 2649-2653
    • Tomlinson, C.L.1    Stowe, R.2    Patel, S.3    Rick, C.4    Gray, R.5    Clarke, C.E.6
  • 55
    • 84880526654 scopus 로고    scopus 로고
    • Trust Centre For Neuroimaging W. University College London UK
    • Wellcome Trust Centre for Neuroimaging 2008 University College London UK http://www.fil.ion.ucl.ac.uk/spm/
    • (2008)
  • 57
    • 0030986997 scopus 로고    scopus 로고
    • Multiple system atrophy: A review of 203 pathologically proven cases
    • DOI 10.1002/mds.870120203
    • G.K. Wenning, F. Tison, Y. Ben Shlomo, S.E. Daniel, and N.P. Quinn Multiple system atrophy: a review of 203 pathologically proven cases Movement Disorders 12 1997 133 147 (Pubitemid 27152018)
    • (1997) Movement Disorders , vol.12 , Issue.2 , pp. 133-147
    • Wenning, G.K.1    Tison, F.2    Ben Shlomo, Y.3    Daniel, S.E.4    Quinn, N.P.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.