메뉴 건너뛰기




Volumn , Issue , 2011, Pages 814-822

A multi-task learning formulation for predicting disease progression

Author keywords

Alzheimer's disease; Cognitive score; Group lasso; Multi task learning; Regression; Stability selection

Indexed keywords

DIAGNOSIS; FORECASTING; LEARNING SYSTEMS; NEURODEGENERATIVE DISEASES; REGRESSION ANALYSIS;

EID: 80052666240     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2020408.2020549     Document Type: Conference Paper
Times cited : (244)

References (42)
  • 1
    • 80052661660 scopus 로고    scopus 로고
    • www.public.asu.edu/~jye02/AD-Progression.
  • 3
    • 33845404185 scopus 로고    scopus 로고
    • 3D mapping of mini-mental state examination performance in clinical and preclinical Alzheimer disease
    • L. Apostolova et al. 3D mapping of mini-mental state examination performance in clinical and preclinical Alzheimer disease. Alzheimer Disease & Associated Disorders, 20(4):224, 2006.
    • (2006) Alzheimer Disease & Associated Disorders , vol.20 , Issue.4 , pp. 224
    • Apostolova, L.1
  • 4
    • 0042708780 scopus 로고    scopus 로고
    • Modeling the time-course of Alzheimer dementia
    • J. Ashford and F. Schmitt. Modeling the time-course of Alzheimer dementia. Current Psychiatry Reports, 3(1):20-28, 2001.
    • (2001) Current Psychiatry Reports , vol.3 , Issue.1 , pp. 20-28
    • Ashford, J.1    Schmitt, F.2
  • 5
    • 77949336151 scopus 로고    scopus 로고
    • 2010 alzheimer's disease facts and figures
    • A. Association. 2010 alzheimer's disease facts and figures. Alzheimer's & Dementia, 6:158-194, 2010.
    • (2010) Alzheimer's & Dementia , vol.6 , pp. 158-194
    • Association, A.1
  • 7
    • 0025863618 scopus 로고
    • Neuropathological stageing of Alzheimer-related changes
    • H. Braak and E. Braak. Neuropathological stageing of Alzheimer-related changes. Acta neuropathologica, 82(4):239-259, 1991.
    • (1991) Acta Neuropathologica , vol.82 , Issue.4 , pp. 239-259
    • Braak, H.1    Braak, E.2
  • 8
    • 0037330921 scopus 로고    scopus 로고
    • Early diagnosis of Alzheimer's disease: Contribution of structural neuroimaging
    • DOI 10.1016/S1053-8119(02)00026-5, PII S1053811902000265
    • G. Chetelat and J. Baron. Early diagnosis of Alzheimer's disease: contribution of structural neuroimaging. Neuroimage, 18(2):525-541, 2003. (Pubitemid 36269160)
    • (2003) NeuroImage , vol.18 , Issue.2 , pp. 525-541
    • Chetelat, G.1    Baron, J.-C.2
  • 9
    • 0007234813 scopus 로고    scopus 로고
    • Atrophy of the medial occipitotemporal, inferior, and middle temporal gyri in non-demented elderly predict decline to Alzheimer's disease
    • DOI 10.1016/S0197-4580(99)00107-4, PII S0197458099001074
    • A. Convit et al. Atrophy of the medial occipitotemporal, inferior, and middle temporal gyri in non-demented elderly predict decline to Alzheimer's disease. Neurobiology of aging, 21(1):19-26, 2000. (Pubitemid 30224781)
    • (2000) Neurobiology of Aging , vol.21 , Issue.1 , pp. 19-26
    • Convit, A.1    De Asis, J.2    De Leon, M.J.3    Tarshish, C.Y.4    De Santi, S.5    Rusinek, H.6
  • 10
    • 67749130881 scopus 로고    scopus 로고
    • Longitudinal progression of Alzheimer's-like patterns of atrophy in normal older adults: The SPARE-AD index
    • C. Davatzikos, F. Xu, Y. An, Y. Fan, and S. Resnick. Longitudinal progression of Alzheimer's-like patterns of atrophy in normal older adults: the SPARE-AD index. Brain, 132(8):2026, 2009.
    • (2009) Brain , vol.132 , Issue.8 , pp. 2026
    • Davatzikos, C.1    Xu, F.2    An, Y.3    Fan, Y.4    Resnick, S.5
  • 11
    • 0032894121 scopus 로고    scopus 로고
    • The biochemical pathway of neurofibrillary degeneration in aging and Alzheimer's disease
    • A. Delacourte et al. The biochemical pathway of neurofibrillary degeneration in aging and Alzheimer's disease. Neurology, 52(6):1158, 1999.
    • (1999) Neurology , vol.52 , Issue.6 , pp. 1158
    • Delacourte, A.1
  • 13
    • 67651020812 scopus 로고    scopus 로고
    • Relating one-year cognitive change in mild cognitive impairment to baseline MRI features
    • S. Duchesne, A. Caroli, C. Geroldi, D. Collins, and G. Frisoni. Relating one-year cognitive change in mild cognitive impairment to baseline MRI features. NeuroImage, 47(4):1363-1370, 2009.
    • (2009) NeuroImage , vol.47 , Issue.4 , pp. 1363-1370
    • Duchesne, S.1    Caroli, A.2    Geroldi, C.3    Collins, D.4    Frisoni, G.5
  • 14
    • 38749138463 scopus 로고    scopus 로고
    • MMSE scores correlate with local ventricular enlargement in the spectrum from cognitively normal to Alzheimer disease
    • L. Ferrarini et al. MMSE scores correlate with local ventricular enlargement in the spectrum from cognitively normal to Alzheimer disease. Neuroimage, 39(4):1832-1838, 2008.
    • (2008) Neuroimage , vol.39 , Issue.4 , pp. 1832-1838
    • Ferrarini, L.1
  • 15
    • 0036904784 scopus 로고    scopus 로고
    • Detection of grey matter loss in mild Alzheimer's disease with voxel based morphometry
    • G. Frisoni et al. Detection of grey matter loss in mild Alzheimer's disease with voxel based morphometry. Journal of Neurology, Neurosurgery & Psychiatry, 73(6):657, 2002.
    • (2002) Journal of Neurology, Neurosurgery & Psychiatry , vol.73 , Issue.6 , pp. 657
    • Frisoni, G.1
  • 17
    • 73249121028 scopus 로고    scopus 로고
    • Disease progression model for cognitive deterioration from Alzheimer's Disease Neuroimaging Initiative database
    • K. Ito et al. Disease progression model for cognitive deterioration from Alzheimer's Disease Neuroimaging Initiative database. Alzheimer's and Dementia, 6(1):39-53, 2010.
    • (2010) Alzheimer's and Dementia , vol.6 , Issue.1 , pp. 39-53
    • Ito, K.1
  • 18
    • 0037293284 scopus 로고    scopus 로고
    • Neuroimaging and early diagnosis of alzheimer disease: A look to the future
    • DOI 10.1148/radiol.2262011600
    • R. P. Jeffrey, R. E. Coleman, and P. M. Doraiswamy. Neuroimaging and early diagnosis of alzheimer disease : A look to the future. Radiology, 226:315-336, 2003. (Pubitemid 36313415)
    • (2003) Radiology , vol.226 , Issue.2 , pp. 315-336
    • Petrella, J.R.1    Coleman, R.E.2    Doraiswamy, P.M.3
  • 19
    • 70449513127 scopus 로고    scopus 로고
    • Cortical thickness analysis to detect progressive mild cognitive impairment: A reference to Alzheimer's disease
    • V. Julkunen et al. Cortical Thickness Analysis to Detect Progressive Mild Cognitive Impairment: A Reference to Alzheimer's Disease. Dementia and geriatric cognitive disorders, 28(5):404-412, 2009.
    • (2009) Dementia and Geriatric Cognitive Disorders , vol.28 , Issue.5 , pp. 404-412
    • Julkunen, V.1
  • 20
    • 0022414054 scopus 로고
    • Diagnosis of Alzheimer's disease
    • Z. Khachaturian. Diagnosis of Alzheimer's disease. Archives of Neurology, 42(11):1097, 1985.
    • (1985) Archives of Neurology , vol.42 , Issue.11 , pp. 1097
    • Khachaturian, Z.1
  • 21
    • 25144511876 scopus 로고    scopus 로고
    • Visual assessment of atrophy on magnetic resonance imaging in the diagnosis of pathologically confirmed young-onset dementias
    • M. Likeman et al. Visual assessment of atrophy on magnetic resonance imaging in the diagnosis of pathologically confirmed young-onset dementias. Archives of neurology, 62(9):1410, 2005.
    • (2005) Archives of Neurology , vol.62 , Issue.9 , pp. 1410
    • Likeman, M.1
  • 24
    • 64949166661 scopus 로고    scopus 로고
    • Alzheimer disease: Quantitative structural neuroimaging for detection and prediction of clinical and structural changes in mild cognitive impairment1
    • L. McEvoy et al. Alzheimer Disease: Quantitative Structural Neuroimaging for Detection and Prediction of Clinical and Structural Changes in Mild Cognitive Impairment1. Radiology, 251(1):195, 2009.
    • (2009) Radiology , vol.251 , Issue.1 , pp. 195
    • McEvoy, L.1
  • 25
    • 0021271971 scopus 로고
    • Clinical diagnosis of Alzheimer's disease: Report of the NINCDS-ADRDA work group under the auspices of Department of Health and Human Services Task Force on Alzheimer's disease
    • G. McKhann, D. Drachman, M. Folstein, R. Katzman, D. Price, and E. Stadlan. Clinical diagnosis of Alzheimer's disease: report of the NINCDS-ADRDA Work Group under the auspices of Department of Health and Human Services Task Force on Alzheimer's Disease. Neurology, 34:939-44, 1984. (Pubitemid 14076461)
    • (1984) Neurology , vol.34 , Issue.7 , pp. 939-944
    • McKhann, G.1    Drachman, D.2    Folstein, M.3
  • 27
    • 77957299007 scopus 로고    scopus 로고
    • Six-month atrophy in MTL structures is associated with subsequent memory decline in elderly controls
    • E. Murphy et al. Six-month atrophy in MTL structures is associated with subsequent memory decline in elderly controls. NeuroImage, 2010.
    • (2010) NeuroImage
    • Murphy, E.1
  • 30
    • 0039943513 scopus 로고
    • LSQR: An algorithm for sparse linear equations and sparse least squares
    • C. Paige and M. Saunders. LSQR: An algorithm for sparse linear equations and sparse least squares. ACM Transactions on Mathematical Software (TOMS), 8(1):43-71, 1982.
    • (1982) ACM Transactions on Mathematical Software (TOMS) , vol.8 , Issue.1 , pp. 43-71
    • Paige, C.1    Saunders, M.2
  • 32
    • 77749246024 scopus 로고    scopus 로고
    • Item analysis of ADAS-Cog: Effect of baseline cognitive impairment in a clinical AD trial
    • J. Sevigny, Y. Peng, L. Liu, and C. Lines. Item analysis of ADAS-Cog: effect of baseline cognitive impairment in a clinical AD trial. Am J Alzheimers Dis Other Demen, 25(2):119-24, 2010.
    • (2010) Am J Alzheimers Dis Other Demen , vol.25 , Issue.2 , pp. 119-124
    • Sevigny, J.1    Peng, Y.2    Liu, L.3    Lines, C.4
  • 33
    • 77952888499 scopus 로고    scopus 로고
    • Predicting clinical scores from magnetic resonance scans in Alzheimer's disease
    • C. Stonnington, C. Chu, S. Kl̈oppel, C. Jack Jr, J. Ashburner, and R. Frackowiak. Predicting clinical scores from magnetic resonance scans in Alzheimer's disease. NeuroImage, 51(4):1405-1413, 2010.
    • (2010) NeuroImage , vol.51 , Issue.4 , pp. 1405-1413
    • Stonnington, C.1    Chu, C.2    Kl̈oppel, S.3    Jack Jr., C.4    Ashburner, J.5    Frackowiak, R.6
  • 36
    • 19344364081 scopus 로고    scopus 로고
    • Test-retest reliable coefficients and 5-year change scores for the MMSE and 3MS
    • DOI 10.1016/j.acn.2004.11.004, PII S0887617704001830
    • T. Tombaugh. Test-retest reliable coefficients and 5-year change scores for the MMSE and 3MS. Archives of clinical neuropsychology, 20(4):485-503, 2005. (Pubitemid 40719552)
    • (2005) Archives of Clinical Neuropsychology , vol.20 , Issue.4 , pp. 485-503
    • Tombaugh, T.N.1
  • 37
    • 68249111164 scopus 로고    scopus 로고
    • MRI and CSF biomarkers in normal, MCI, and AD subjects: Predicting future clinical change
    • P. Vemuri et al. MRI and CSF biomarkers in normal, MCI, and AD subjects: predicting future clinical change. Neurology, 73(4):294, 2009.
    • (2009) Neurology , vol.73 , Issue.4 , pp. 294
    • Vemuri, P.1
  • 38
    • 76749120506 scopus 로고    scopus 로고
    • Combining MR imaging, positron-emission tomography, and CSF biomarkers in the diagnosis and prognosis of Alzheimer disease
    • K. Walhovd et al. Combining MR imaging, positron-emission tomography, and CSF biomarkers in the diagnosis and prognosis of Alzheimer disease. American Journal of Neuroradiology, 31(2):347, 2010.
    • (2010) American Journal of Neuroradiology , vol.31 , Issue.2 , pp. 347
    • Walhovd, K.1
  • 39
  • 40
    • 69049086702 scopus 로고    scopus 로고
    • Some sharp performance bounds for least squares regression with L1 regularization
    • T. Zhang. Some sharp performance bounds for least squares regression with L1 regularization. Annals of Statistics, 37(5A):2109-2144, 2009.
    • (2009) Annals of Statistics , vol.37 , Issue.5 A , pp. 2109-2144
    • Zhang, T.1
  • 41
    • 84858715448 scopus 로고    scopus 로고
    • Thresholding procedures for high dimensional variable selection and statistical estimation
    • S. Zhou. Thresholding procedures for high dimensional variable selection and statistical estimation. Advances in Neural Information Processing Systems, 22, 2009.
    • (2009) Advances in Neural Information Processing Systems , vol.22
    • Zhou, S.1
  • 42
    • 33846114377 scopus 로고    scopus 로고
    • The adaptive lasso and its oracle properties
    • H. Zou. The adaptive lasso and its oracle properties. Journal of the American Statistical Association, 101(476):1418-1429, 2006.
    • (2006) Journal of the American Statistical Association , vol.101 , Issue.476 , pp. 1418-1429
    • Zou, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.