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Volumn 14, Issue 4, 2014, Pages 293-313

Segmented mixed models with random changepoints: A maximum likelihood approach with application to treatment for depression study

Author keywords

changepoint; mixed segmented regression; nonlinear mixed models; psychiatric longitudinal data; random changepoints

Indexed keywords


EID: 84906054931     PISSN: 1471082X     EISSN: 14770342     Source Type: Journal    
DOI: 10.1177/1471082X13504721     Document Type: Article
Times cited : (81)

References (28)
  • 2
    • 33847026094 scopus 로고    scopus 로고
    • Analysis of nonlinear patterns of change with random coefficient models
    • Cudeck R,Harring JR.Analysis of nonlinear patterns of change with random coefficient models.Annual Review of Psychology. 2007;58:615-37.
    • (2007) Annual Review of Psychology , vol.58 , pp. 615-637
    • Cudeck, R.1    Harring, J.R.2
  • 5
    • 58749092694 scopus 로고    scopus 로고
    • A random change point model for assessing variability in repeated measures of cognitive function
    • Dominicus A,Ripatti S,Pedersen NL,Palmgren J.A random change point model for assessing variability in repeated measures of cognitive function.Statistics Medicine. 2008;27:5786-98.
    • (2008) Statistics Medicine , vol.27 , pp. 5786-5798
    • Dominicus, A.1    Ripatti, S.2    Pedersen, N.L.3    Palmgren, J.4
  • 8
    • 0002087503 scopus 로고
    • On asymptotic distribution theory in segmented regression problems-identified case
    • Feder P.On asymptotic distribution theory in segmented regression problems-identified case.Annals of Statististics. 1975;3:49-83.
    • (1975) Annals of Statististics , vol.3 , pp. 49-83
    • Feder, P.1
  • 10
    • 84880131625 scopus 로고    scopus 로고
    • Quantifying treatment effects when flexibly modeling individual change in a nonlinear mixed effects model
    • Gallop RJ,Dimidjian S,Atkins DC,Muggeo V.Quantifying treatment effects when flexibly modeling individual change in a nonlinear mixed effects model.Journal of Data Science. 2011;9:243-59.
    • (2011) Journal of Data Science , vol.9 , pp. 243-259
    • Gallop, R.J.1    Dimidjian, S.2    Atkins, D.C.3    Muggeo, V.4
  • 12
    • 34047221963 scopus 로고    scopus 로고
    • Random changepoint modelling of HIV immunological responses
    • Ghosh P,Vaida F.Random changepoint modelling of HIV immunological responses.Statistics in Medicine. 2007;26:2074-87.
    • (2007) Statistics in Medicine , vol.26 , pp. 2074-2087
    • Ghosh, P.1    Vaida, F.2
  • 13
    • 0034660084 scopus 로고    scopus 로고
    • A change point model for estimating the onset of cognitive decline in preclinical Alzheimer's disease
    • Hall CB,Lipton RB,Sliwinski M,Stewart WF.A change point model for estimating the onset of cognitive decline in preclinical Alzheimer's disease.Statistics in Medicine. 2000;19:1555-66.
    • (2000) Statistics in Medicine , vol.19 , pp. 1555-1566
    • Hall, C.B.1    Lipton, R.B.2    Sliwinski, M.3    Stewart, W.F.4
  • 14
    • 0242586115 scopus 로고    scopus 로고
    • Bayesian and profile likelihood change point methods for modeling cognitive function over time
    • Hall CB,Ying J,Kuo L,Lipton RB.Bayesian and profile likelihood change point methods for modeling cognitive function over time.Computational Statistics & Data Analysis. 2003;42:91-109.
    • (2003) Computational Statistics & Data Analysis , vol.42 , pp. 91-109
    • Hall, C.B.1    Ying, J.2    Kuo, L.3    Lipton, R.B.4
  • 15
    • 84989449523 scopus 로고
    • The role of nonspecific factors in cognitive-behaviour therapy for depression
    • Ilardi SS,Craighead WE.The role of nonspecific factors in cognitive-behaviour therapy for depression.Clinical Psychology: Science and Practice. 1994;1:138-56.
    • (1994) Clinical Psychology: Science and Practice , vol.1 , pp. 138-156
    • Ilardi, S.S.1    Craighead, W.E.2
  • 16
    • 33645059153 scopus 로고    scopus 로고
    • Random changepoint model for joint modeling of cognitive decline and dementia
    • Jacqmin-Gadda H,Commenges D,Dartigues J-F.Random changepoint model for joint modeling of cognitive decline and dementia.Biometrics. 2006;62:254-60.
    • (2006) Biometrics , vol.62 , pp. 254-260
    • Jacqmin-Gadda, H.1    Commenges, D.2    Dartigues, J.-F.3
  • 17
    • 0029030335 scopus 로고
    • Change points in the series of T4 counts prior to AIDS
    • Kiuchi AS,Hartigan JA,Holford TR.Change points in the series of T4 counts prior to AIDS.Biometrics. 1995;51:236-48.
    • (1995) Biometrics , vol.51 , pp. 236-248
    • Kiuchi, A.S.1    Hartigan, J.A.2    Holford, T.R.3
  • 18
    • 84950459427 scopus 로고
    • Hierarchical bayes models for the progression of HIV infection using longitudinal CD4 T-cell numbers (with discussion)
    • Lange N,Carlin BP,Gelfand AE.Hierarchical bayes models for the progression of HIV infection using longitudinal CD4 T-cell numbers (with discussion).Journal of American Statistical Association. 1992;87:615-32.
    • (1992) Journal of American Statistical Association , vol.87 , pp. 615-632
    • Lange, N.1    Carlin, B.P.2    Gelfand, A.E.3
  • 20
    • 0141704311 scopus 로고    scopus 로고
    • Estimating regression models with unknown break-points
    • Muggeo VMR.Estimating regression models with unknown break-points.Statistics in Medicine. 2003;22:3055-71.
    • (2003) Statistics in Medicine , vol.22 , pp. 3055-3071
    • Muggeo, V.M.R.1
  • 21
    • 67349213081 scopus 로고    scopus 로고
    • Segmented: An R package to fit regression models with broken-line relationships
    • Muggeo VMR.Segmented: An R package to fit regression models with broken-line relationships.R News. 2008;8 (1): 20-25.
    • (2008) R News , vol.8 , Issue.1 , pp. 20-25
    • Muggeo, V.M.R.1
  • 22
    • 79551703781 scopus 로고    scopus 로고
    • Random change point models: Investigating cognitive decline in the presence of missing data
    • Muniz Terrera G,van de Hout A,Matthews FE.Random change point models: Investigating cognitive decline in the presence of missing data.Journal of Applied Statistics. 2011;38:705-16.
    • (2011) Journal of Applied Statistics , vol.38 , pp. 705-716
    • Muniz Terrera, G.1    van de Hout, A.2    Matthews, F.E.3
  • 23
    • 0035712899 scopus 로고    scopus 로고
    • Evaluating the impact of critical periods in longitudinal studies of growth using piecewise mixed effects models
    • Naumova EN,Musta A,Laird NM.Evaluating the impact of critical periods in longitudinal studies of growth using piecewise mixed effects models.International Journal of Epidemiology. 2001;30:1332-41.
    • (2001) International Journal of Epidemiology , vol.30 , pp. 1332-1341
    • Naumova, E.N.1    Musta, A.2    Laird, N.M.3
  • 25
    • 3042776903 scopus 로고    scopus 로고
    • Modelling growth and decline in lung function in Duchenne's muscolar dystrophy with an augmented linear mixed effects model
    • Scott MA,Norman RG,Berger K.Modelling growth and decline in lung function in Duchenne's muscolar dystrophy with an augmented linear mixed effects model.Applied Statistics. 2004;53:507-21.
    • (2004) Applied Statistics , vol.53 , pp. 507-521
    • Scott, M.A.1    Norman, R.G.2    Berger, K.3
  • 27
  • 28
    • 0035099162 scopus 로고    scopus 로고
    • Minimizing model fitting objectives that contain spurious local minima by bootstrap restarting
    • Wood SN.Minimizing model fitting objectives that contain spurious local minima by bootstrap restarting.Biometrics. 2001;57:240-44.
    • (2001) Biometrics , vol.57 , pp. 240-244
    • Wood, S.N.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.