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Volumn 6, Issue , 2010, Pages 79-107

Advances in analysis of longitudinal data

Author keywords

Generalized estimating equations; Logistic regression; Marginal maximum likelihood; Mixed effects models; Multilevel models; Poisson regression

Indexed keywords

ANALYSIS OF VARIANCE; BEHAVIORAL SCIENCE; CLUSTER ANALYSIS; CORRELATION ANALYSIS; DATA COLLECTION METHOD; EFFECT SIZE; GROWTH CURVE; LINEAR REGRESSION ANALYSIS; LONGITUDINAL STUDY; METHODOLOGY; MONTE CARLO METHOD; MOOD; MULTIVARIATE ANALYSIS OF VARIANCE; PARAMETER; POISSON DISTRIBUTION; PROBABILITY; REVIEW; SAMPLE SIZE; SMOKING; STATISTICAL MODEL;

EID: 77952932822     PISSN: 15485943     EISSN: None     Source Type: Book Series    
DOI: 10.1146/annurev.clinpsy.032408.153550     Document Type: Review
Times cited : (346)

References (65)
  • 1
    • 0041565373 scopus 로고    scopus 로고
    • Separation of individual-level and cluster-level covariate effects in regression analysis of correlated data
    • Begg MB, Parides MK. 2003. Separation of individual-level and cluster-level covariate effects in regression analysis of correlated data. Stat. Med. 22:2591-2602
    • (2003) Stat. Med. , vol.22 , pp. 2591-2602
    • Begg, M.B.1    Parides, M.K.2
  • 2
    • 58149152988 scopus 로고    scopus 로고
    • Sample size determination for studies with repeated continuous outcomes
    • Bhaumik DK, Roy A, Aryal S, Hur K, Duan N, et al. 2009. Sample size determination for studies with repeated continuous outcomes. Psychiatr. Ann. 38:765-771
    • (2009) Psychiatr. Ann. , vol.38 , pp. 765-771
    • Bhaumik, D.K.1    Roy, A.2    Aryal, S.3    Hur, K.4    Duan, N.5
  • 4
    • 0001809319 scopus 로고
    • The discrete Bayesian
    • ed.HWainer, S Messick, Hillsdale, NJ: Erlbaum
    • Bock RD. 1983a. The discrete Bayesian. In Modern Advances in Psychometric Research, ed.HWainer, S Messick, pp. 103-115 Hillsdale, NJ: Erlbaum
    • (1983) Modern Advances in Psychometric Research , pp. 103-115
    • Bock, R.D.1
  • 5
    • 0002236369 scopus 로고
    • Within-subject experimentation in psychiatric research
    • ed. RD Gibbons, MW Dysken. New York: Spectrum
    • Bock RD. 1983b. Within-subject experimentation in psychiatric research. In Statistical and Methodological Advances in Psychiatric Research, ed. RD Gibbons, MW Dysken, pp. 59-90. New York: Spectrum
    • (1983) Statistical and Methodological Advances in Psychiatric Research , pp. 59-90
    • Bock, R.D.1
  • 6
    • 0002807578 scopus 로고
    • Measurement of human variation: A two-stage model
    • ed. RD Bock New York: Academic
    • Bock RD. 1989. Measurement of human variation: a two-stage model. In Multilevel Analysis of Educational Data, ed. RD Bock, pp. 319-342 New York: Academic
    • (1989) Multilevel Analysis of Educational Data , pp. 319-342
    • Bock, R.D.1
  • 8
    • 0034781966 scopus 로고    scopus 로고
    • Validity of the test of infant motor performance for discriminating among infants with varying risks for poor motor outcome
    • Campbell SK, Hedeker D. 2001. Validity of the test of infant motor performance for discriminating among infants with varying risks for poor motor outcome. J. Pediatr. 139:546-551
    • (2001) J. Pediatr. , vol.139 , pp. 546-551
    • Campbell, S.K.1    Hedeker, D.2
  • 10
    • 0040474327 scopus 로고
    • Models for longitudinal data with random effects and AR(1) errors
    • Chi EM, Reinsel GC. 1989. Models for longitudinal data with random effects and AR(1) errors. J. Am. Stat. Soc. 84:452-459
    • (1989) J. Am. Stat. Soc. , vol.84 , pp. 452-459
    • Chi, E.M.1    Reinsel, G.C.2
  • 11
    • 0002573757 scopus 로고
    • Analysis of repeated categorical measurements with conditional likelihood methods
    • Conaway MR. 1989. Analysis of repeated categorical measurements with conditional likelihood methods. J. Am. Stat. Assoc. 84:53-61
    • (1989) J. Am. Stat. Assoc. , vol.84 , pp. 53-61
    • Conaway, M.R.1
  • 12
    • 0031037576 scopus 로고    scopus 로고
    • The relation between adolescent and peer alcohol use: A longitudinal random coefficients model
    • Curran PJ, Stice E, Chassin L. 1997. The relation between adolescent and peer alcohol use: a longitudinal random coefficients model. J. Consult. Clin. Psychol. 65:130-140
    • (1997) J. Consult. Clin. Psychol. , vol.65 , pp. 130-140
    • Curran, P.J.1    Stice, E.2    Chassin, L.3
  • 13
    • 44949185343 scopus 로고    scopus 로고
    • Sample size and power calculations based on generalized linear mixed models with correlated binary outcomes.
    • Dang Q, Mazumbar S, Houck PR. 2008. Sample size and power calculations based on generalized linear mixed models with correlated binary outcomes. Comput. Methods Programs Biomed. 91:122-127
    • (2008) Comput. Methods Programs Biomed. , vol.91 , pp. 122-127
    • Dang, Q.1    Mazumbar, S.2    Houck, P.R.3
  • 14
    • 0002428888 scopus 로고
    • Random coefficient models for multilevel analysis
    • de Leeuw J, Kreft I. 1986. Random coefficient models for multilevel analysis. J. Educ. Stat. 11:57-85
    • (1986) J. Educ. Stat. , vol.11 , pp. 57-85
    • De Leeuw, J.1    Kreft, I.2
  • 17
    • 0029157119 scopus 로고
    • Initial severity and differential treatment outcome in theNIMHTreatment of Depression Collaborative Research Program
    • Elkin I, Gibbons RD, Shea MT, Sotsky SM,Watkins JT, et al. 1995. Initial severity and differential treatment outcome in theNIMHTreatment of Depression Collaborative Research Program. J. Consult. Clin. Psychol. 63:841-847
    • (1995) J. Consult. Clin. Psychol. , vol.63 , pp. 841-847
    • Elkin, I.1    Gibbons, R.D.2    Shea, M.T.3    Sotsky, S.M.4    Watkins, J.T.5
  • 19
    • 0030749156 scopus 로고    scopus 로고
    • Changes in HIV/AIDS risk behaviors in drug users in St Louis: Applications of random regression models
    • Gallagher TJ, Cottler LB, Compton WM, Spitznagel E. 1997. Changes in HIV/AIDS risk behaviors in drug users in St. Louis: applications of random regression models. J. Drug Issues 27:399-416
    • (1997) J. Drug Issues , vol.27 , pp. 399-416
    • Gallagher, T.J.1    Cottler, L.B.2    Compton, W.M.3    Spitznagel, E.4
  • 21
    • 0001054192 scopus 로고
    • Trend in correlated proportions
    • Gibbons RD, Bock RD. 1987. Trend in correlated proportions. Psychometrika 52:113-124
    • (1987) Psychometrika , vol.52 , pp. 113-124
    • Gibbons, R.D.1    Bock, R.D.2
  • 22
    • 0031467709 scopus 로고    scopus 로고
    • Random-effects probit and logistic regression models for three-level data
    • Gibbons RD, Hedeker D. 1997. Random-effects probit and logistic regression models for three-level data. Biometrics 53:1527-1537
    • (1997) Biometrics , vol.53 , pp. 1527-1537
    • Gibbons, R.D.1    Hedeker, D.2
  • 23
    • 0024241516 scopus 로고
    • Random regression models: A comprehensive approach to the analysis of longitudinal psychiatric data
    • Gibbons RD, Hedeker D, Waternaux CM, Davis JM. 1988. Random regression models: a comprehensive approach to the analysis of longitudinal psychiatric data. Psychopharmacol. Bull. 24:438-443
    • (1988) Psychopharmacol. Bull. , vol.24 , pp. 438-443
    • Gibbons, R.D.1    Hedeker, D.2    Waternaux, C.M.3    Davis, J.M.4
  • 24
    • 42949178505 scopus 로고    scopus 로고
    • Random-effect Poisson regression analysis of adverse event reports: The relationship between antidepressants and suicide
    • Gibbons RD, Segawa E, Karabatsos G, Amatya AK, Bhaumik DK, et al. 2008. Random-effect Poisson regression analysis of adverse event reports: the relationship between antidepressants and suicide. Stat. Med. 27:1814-1833
    • (2008) Stat. Med. , vol.27 , pp. 1814-1833
    • Gibbons, R.D.1    Segawa, E.2    Karabatsos, G.3    Amatya, A.K.4    Bhaumik, D.K.5
  • 25
    • 77956891017 scopus 로고
    • Nonlinear multilevel models, with an application to discrete response data
    • Goldstein H. 1991. Nonlinear multilevel models, with an application to discrete response data. Biometrika 78:45-51
    • (1991) Biometrika , vol.78 , pp. 45-51
    • Goldstein, H.1
  • 27
    • 0030805039 scopus 로고    scopus 로고
    • A randomized double-blind study of carbamazepine in the treatment of cocaine abuse
    • Halikas JA, Crosby RD, Pearson VL, Graves NM. 1997. A randomized double-blind study of carbamazepine in the treatment of cocaine abuse. Clin. Pharmacol. Ther. 62:89-105
    • (1997) Clin. Pharmacol. Ther. , vol.62 , pp. 89-105
    • Halikas, J.A.1    Crosby, R.D.2    Pearson, V.L.3    Graves, N.M.4
  • 31
    • 0027982688 scopus 로고
    • Random-effects regression models for clustered data: With an example from smoking prevention research
    • Hedeker D, Gibbons RD, Flay BR. 1994. Random-effects regression models for clustered data: with an example from smoking prevention research. J. Consult. Clin. Psychol. 62:757-765
    • (1994) J. Consult. Clin. Psychol. , vol.62 , pp. 757-765
    • Hedeker, D.1    Gibbons, R.D.2    Flay, B.R.3
  • 32
    • 0033433406 scopus 로고    scopus 로고
    • Sample size estimation for longitudinal designs with attrition
    • Hedeker D, Gibbons RD,Waternaux C. 1999. Sample size estimation for longitudinal designs with attrition. J. Educ. Behav. Stat. 24:70-93
    • (1999) J. Educ. Behav. Stat. , vol.24 , pp. 70-93
    • Hedeker, D.1    Gibbons, R.D.2    Waternaux, C.3
  • 33
    • 58349105219 scopus 로고    scopus 로고
    • Modeling mood variation associated with smoking: An application of a heterogeneous mixed-effects model for analysis of ecological momentary assessment (EMA) data
    • Hedeker D, Mermelstein RJ, Berbaum ML, Campbell RT. 2009. Modeling mood variation associated with smoking: an application of a heterogeneous mixed-effects model for analysis of ecological momentary assessment (EMA) data. Addiction 104:297-307
    • (2009) Addiction , vol.104 , pp. 297-307
    • Hedeker, D.1    Mermelstein, R.J.2    Berbaum, M.L.3    Campbell, R.T.4
  • 34
    • 0001599656 scopus 로고
    • Empirical Bayes estimation of rates in longitudinal studies
    • Hui SL, Berger JO. 1983. Empirical Bayes estimation of rates in longitudinal studies. J. Am. Stat. Assoc. 78:753-759
    • (1983) J. Am. Stat. Assoc. , vol.78 , pp. 753-759
    • Hui, S.L.1    Berger, J.O.2
  • 35
  • 37
    • 0023716933 scopus 로고
    • Missing data in longitudinal studies
    • Laird NM. 1988. Missing data in longitudinal studies. Stat. Med. 7:305-315
    • (1988) Stat. Med. , vol.7 , pp. 305-315
    • Laird, N.M.1
  • 38
    • 0020333131 scopus 로고
    • Random effects models for longitudinal data
    • Laird NM,Ware JH. 1982. Random effects models for longitudinal data. Biometrics 38:963-974
    • (1982) Biometrics , vol.38 , pp. 963-974
    • Laird, N.M.1    Ware, J.H.2
  • 39
    • 58149142971 scopus 로고    scopus 로고
    • Missing data in longitudinal clinical trials-Part A: Design and conceptual issues
    • Lavori PW, Brown CH, Duan N, Gibbons RD, Greenhouse J. 2008. Missing data in longitudinal clinical trials-Part A: design and conceptual issues. Psychiatr. Ann. 38:784-792
    • (2008) Psychiatr. Ann. , vol.38 , pp. 784-792
    • Lavori, P.W.1    Brown, C.H.2    Duan, N.3    Gibbons, R.D.4    Greenhouse, J.5
  • 40
    • 77649173768 scopus 로고
    • Longitudinal data analysis using generalized linear models
    • Liang K-Y, Zeger SL. 1986. Longitudinal data analysis using generalized linear models. Biometrika 73:13-22
    • (1986) Biometrika , vol.73 , pp. 13-22
    • Liang, K.-Y.1    Zeger, S.L.2
  • 41
    • 84950452119 scopus 로고
    • Modeling the drop-out mechanism in repeated-measures studies
    • Little RJA. 1995. Modeling the drop-out mechanism in repeated-measures studies. J. Am. Stat. Assoc. 90:1112-1121
    • (1995) J. Am. Stat. Assoc. , vol.90 , pp. 1112-1121
    • Little, R.J.A.1
  • 43
    • 33645077856 scopus 로고    scopus 로고
    • A mixed-effects regression model for longitudinal multivariate ordinal data
    • Liu LC, Hedeker D. 2006. A mixed-effects regression model for longitudinal multivariate ordinal data. Biometrics 62:261-268
    • (2006) Biometrics , vol.62 , pp. 261-268
    • Liu, L.C.1    Hedeker, D.2
  • 44
    • 77956887650 scopus 로고
    • A fast scoring algorithm for maximum likelihood estimation in unbalanced mixed models with nested random effects
    • Longford NT. 1987. A fast scoring algorithm for maximum likelihood estimation in unbalanced mixed models with nested random effects. Biometrika 74:817-827
    • (1987) Biometrika , vol.74 , pp. 817-827
    • Longford, N.T.1
  • 46
    • 0001306637 scopus 로고
    • Regression models for ordinal data (with discussion)
    • McCullagh P. 1980. Regression models for ordinal data (with discussion). J. R. Stat. Soc. Ser. B 42:109-142
    • (1980) J. R. Sta. Soc. Ser. B , vol.42 , pp. 109-142
    • McCullagh, P.1
  • 48
    • 0002512643 scopus 로고
    • A comparison of cluster-specific and population-averaged approaches for analyzing correlated binary dat
    • Neuhaus JM, Kalbfleisch JD, Hauck WW. 1991. A comparison of cluster-specific and population-averaged approaches for analyzing correlated binary data. Int. Stat. Rev. 59:25-35
    • (1991) Int. Stat. Rev. , vol.59 , pp. 25-35
    • Neuhaus, J.M.1    Kalbfleisch, J.D.2    Hauck, W.W.3
  • 51
    • 0000661332 scopus 로고
    • A generalized multivariate analysis of variance model useful especially for growth curve problems
    • Potthoff RF, Roy SN. 1964. A generalized multivariate analysis of variance model useful especially for growth curve problems. Biometrika 51:313-316
    • (1964) Biometrika , vol.51 , pp. 313-316
    • Potthoff, R.F.1    Roy, S.N.2
  • 52
    • 27644461389 scopus 로고    scopus 로고
    • Mixed-effects regression models for three-level ordinal response data
    • Raman R, Hedeker D. 2005. Mixed-effects regression models for three-level ordinal response data. Stat. Med. 24:3331-3345
    • (2005) Stat. Med. , vol.24 , pp. 3331-3345
    • Raman, R.1    Hedeker, D.2
  • 54
    • 34548459053 scopus 로고    scopus 로고
    • Sample size determination for hierarchical longitudinal designs with differential attrition rates
    • Roy A, Bhaumik DK, Aryal S, Gibbons RD. 2007. Sample size determination for hierarchical longitudinal designs with differential attrition rates. Biometrics 63:699-707
    • (2007) Biometrics , vol.63 , pp. 699-707
    • Roy, A.1    Bhaumik, D.K.2    Aryal, S.3    Gibbons, R.D.4
  • 55
    • 0017133178 scopus 로고
    • Inference and missing data
    • Rubin DB. 1976. Inference and missing data. Biometrika 63:581-592
    • (1976) Biometrika , vol.63 , pp. 581-592
    • Rubin, D.B.1
  • 56
    • 0034656961 scopus 로고    scopus 로고
    • Patterns of symptom improvement during antidepressant treatment of delusional depression
    • Serretti A, Lattuada E, Zanardi R, Franchini L, Smeraldi E. 2000. Patterns of symptom improvement during antidepressant treatment of delusional depression. Psychiatry Res. 94:185-190
    • (2000) Psychiatry Res. , vol.94 , pp. 185-190
    • Serretti, A.1    Lattuada, E.2    Zanardi, R.3    Franchini, L.4    Smeraldi, E.5
  • 58
    • 0021730579 scopus 로고
    • Random-effects models for serial observations with binary response
    • Stiratelli R, Laird NM,Ware JH. 1984. Random-effects models for serial observations with binary response. Biometrics 40:961-971
    • (1984) Biometrics , vol.40 , pp. 961-971
    • Stiratelli, R.1    Laird, N.M.2    Ware, J.H.3
  • 59
    • 0020975102 scopus 로고
    • Empirical Bayes estimation of individual growth curve parameters and their relationship to covariates
    • Strenio JF, Weisberg HI, Bryk AS. 1983. Empirical Bayes estimation of individual growth curve parameters and their relationship to covariates. Biometrics 39:71-86
    • (1983) Biometrics , vol.39 , pp. 71-86
    • Strenio, J.F.1    Weisberg, H.I.2    Bryk, A.S.3
  • 62
    • 79960824743 scopus 로고
    • Covariance structure selection in general mixed models
    • Wolfinger RD. 1993. Covariance structure selection in general mixed models. Commun. Stat. Simulation Comput. 22:1079-1106
    • (1993) Commun. Stat. Simulation Comput. , vol.22 , pp. 1079-1106
    • Wolfinger, R.D.1
  • 63
    • 84886598817 scopus 로고
    • The hierarchical logistic regression model for multilevel analysis
    • Wong GY, Mason WM. 1985. The hierarchical logistic regression model for multilevel analysis. J. Am. Stat. Assoc. 80:513-524
    • (1985) J. Am. Stat. Assoc. , vol.80 , pp. 513-524
    • Wong, G.Y.1    Mason, W.M.2
  • 64
    • 0022673130 scopus 로고
    • Longitudinal data analysis for discrete and continuous outcomes
    • Zeger SL, Liang KY. 1986. Longitudinal data analysis for discrete and continuous outcomes. Biometrics 42:121-130
    • (1986) Biometrics , vol.42 , pp. 121-130
    • Zeger, S.L.1    Liang, K.Y.2
  • 65
    • 0024205301 scopus 로고
    • Models for longitudinal data: A generalized estimating equation approach
    • Zeger SL, Liang KY, Albert PS. 1988. Models for longitudinal data: a generalized estimating equation approach. Biometrics 44:1049-1060
    • (1988) Biometrics , vol.44 , pp. 1049-1060
    • Zeger, S.L.1    Liang, K.Y.2    Albert, P.S.3


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