메뉴 건너뛰기




Volumn 95, Issue 4, 2011, Pages 415-434

Growth mixture models in longitudinal research

Author keywords

Growth mixture modeling; Heterogeneity; Latent class growth analysis; Panel data; Zero inflated negative binomial model

Indexed keywords


EID: 81355146455     PISSN: 18638171     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10182-011-0171-4     Document Type: Article
Times cited : (59)

References (49)
  • 1
    • 78049255869 scopus 로고    scopus 로고
    • Explaining the development of adolescent violent delinquency
    • Boers, K., Reinecke, J., Seddig, D., Mariotti, L.: Explaining the development of adolescent violent delinquency. Eur. J. Criminol. 7, 499-520 (2010).
    • (2010) Eur. J. Criminol. , vol.7 , pp. 499-520
    • Boers, K.1    Reinecke, J.2    Seddig, D.3    Mariotti, L.4
  • 2
    • 0030351528 scopus 로고    scopus 로고
    • An entropy criterion for assessing the number of clusters in a mixture model
    • Celeux, G., Soromenho, G.: An entropy criterion for assessing the number of clusters in a mixture model. J. Classif. 13, 195-212 (1996).
    • (1996) J. Classif. , vol.13 , pp. 195-212
    • Celeux, G.1    Soromenho, G.2
  • 3
    • 0033176792 scopus 로고    scopus 로고
    • The application of latent curve analysis to testing developmental theories in intervention research
    • Curran, P. J., Muthén, B.: The application of latent curve analysis to testing developmental theories in intervention research. Am. J. Community Psychol. 27, 567-595 (1999).
    • (1999) Am. J. Community Psychol. , vol.27 , pp. 567-595
    • Curran, P.J.1    Muthén, B.2
  • 4
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the EM algorithm
    • Dempster, A. P., Laird, N. M., Rubin, D. B.: Maximum likelihood from incomplete data via the EM algorithm. J. R. Stat. Soc. B 39(1), 1-38 (1977).
    • (1977) J. R. Stat. Soc. B , vol.39 , Issue.1 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 6
    • 0001120158 scopus 로고
    • Advancing knowledge about the onset of delinquency and crime
    • B. Lahey and A. Kazdin (Eds.), New York: Plenum Press
    • Farrington, D. P., Loeber, R., Elliott, D. S.: Advancing knowledge about the onset of delinquency and crime. In: Lahey, B., Kazdin, A. (eds.) Advances in Clinical Child Psychology, vol. 13, pp. 283-342. Plenum Press, New York (1990).
    • (1990) Advances in Clinical Child Psychology , vol.13 , pp. 283-342
    • Farrington, D.P.1    Loeber, R.2    Elliott, D.S.3
  • 7
    • 43849112975 scopus 로고    scopus 로고
    • Functional forms for the negative binomial model for count data
    • Greene, W.: Functional forms for the negative binomial model for count data. Econ. Lett. 99, 585-590 (2008).
    • (2008) Econ. Lett. , vol.99 , pp. 585-590
    • Greene, W.1
  • 9
    • 3843067507 scopus 로고    scopus 로고
    • A note on testing the number of components in a normal mixture
    • Jeffries, N. O.: A note on testing the number of components in a normal mixture. Biometrika 90, 991-994 (2003).
    • (2003) Biometrika , vol.90 , pp. 991-994
    • Jeffries, N.O.1
  • 10
    • 37849039000 scopus 로고    scopus 로고
    • Analyzing criminal trajectory profiles: bridging multilevel and group-based approaches using growth mixture modeling
    • Kreuter, F., Muthén, B.: Analyzing criminal trajectory profiles: bridging multilevel and group-based approaches using growth mixture modeling. J. Quant. Criminol. 24, 1-31 (2008a).
    • (2008) J. Quant. Criminol. , vol.24 , pp. 1-31
    • Kreuter, F.1    Muthén, B.2
  • 11
    • 36849058771 scopus 로고    scopus 로고
    • Longitudinal modeling of population heterogeneity: methodological challenges to the analysis of empirically derived criminal trajectory profiles
    • G. R. Hancock and K. M. Samuelsen (Eds.), Charlotte: Information Age Publishing
    • Kreuter, F., Muthén, B.: Longitudinal modeling of population heterogeneity: methodological challenges to the analysis of empirically derived criminal trajectory profiles. In: Hancock, G. R., Samuelsen, K. M. (eds.) Advances in Latent Variable Mixture, Modeling, pp. 53-75. Information Age Publishing, Charlotte (2008b).
    • (2008) Advances in Latent Variable Mixture, Modeling , pp. 53-75
    • Kreuter, F.1    Muthén, B.2
  • 12
    • 0026821975 scopus 로고
    • Zero-inflated Poisson regression with an application to defects in manufacturing
    • Lambert, D.: Zero-inflated Poisson regression with an application to defects in manufacturing. Technometrics 34, 1-13 (1992).
    • (1992) Technometrics , vol.34 , pp. 1-13
    • Lambert, D.1
  • 13
    • 0038183179 scopus 로고    scopus 로고
    • Testing the number of components in a normal mixture
    • Lo, Y., Mendell, N. R., Rubin, D. B.: Testing the number of components in a normal mixture. Biometrika 88(3), 767-778 (2001).
    • (2001) Biometrika , vol.88 , Issue.3 , pp. 767-778
    • Lo, Y.1    Mendell, N.R.2    Rubin, D.B.3
  • 15
    • 0001568978 scopus 로고
    • Dynamic but structural equation modeling of repeated measures data
    • 2nd edn., J. R. Nesselroade and R. B. Cattell (Eds.), New York: Plenum
    • McArdle, J. J.: Dynamic but structural equation modeling of repeated measures data. In: Nesselroade, J. R., Cattell, R. B. (eds.) Handbook of Multivariate Experimental Psychology, 2nd edn., pp. 561-614. Plenum, New York (1988).
    • (1988) Handbook of Multivariate Experimental Psychology , pp. 561-614
    • McArdle, J.J.1
  • 16
    • 0023285136 scopus 로고
    • Latent growth curves within developmental structural equation models
    • McArdle, J. J., Epstein, D.: Latent growth curves within developmental structural equation models. Child Dev. 58, 110-133 (1987).
    • (1987) Child Dev. , vol.58 , pp. 110-133
    • McArdle, J.J.1    Epstein, D.2
  • 18
    • 34249962132 scopus 로고
    • Latent curve analysis
    • Meredith, M., Tisak, J.: Latent curve analysis. Psychometrika 55(1), 107-122 (1990).
    • (1990) Psychometrika , vol.55 , Issue.1 , pp. 107-122
    • Meredith, M.1    Tisak, J.2
  • 20
    • 0031526569 scopus 로고    scopus 로고
    • Latent variable modeling with longitudinal and multilevel data
    • Muthén, B.: Latent variable modeling with longitudinal and multilevel data. Sociol. Method. 27, 453-480 (1997).
    • (1997) Sociol. Method. , vol.27 , pp. 453-480
    • Muthén, B.1
  • 21
    • 0002031816 scopus 로고    scopus 로고
    • Latent variable mixture modeling
    • G. A. Marcouldies and R. E. Schumacker (Eds.), Mahaw: Lawrance Erlbaum
    • Muthén, B.: Latent variable mixture modeling. In: Marcouldies, G. A., Schumacker, R. E. (eds.) New Developments and Techniques in Structural Equation Modeling, pp. 1-33. Lawrance Erlbaum, Mahaw (2001a).
    • (2001) New Developments and Techniques in Structural Equation Modeling , pp. 1-33
    • Muthén, B.1
  • 22
    • 0002569771 scopus 로고    scopus 로고
    • Second-generation structural equation modeling with a combination of categorical and continuous latent variables: new opportunities for latent class/latent growth modeling
    • L. Collins and A. Sayer (Eds.), Washington: APA
    • Muthén, B.: Second-generation structural equation modeling with a combination of categorical and continuous latent variables: new opportunities for latent class/latent growth modeling. In: Collins, L., Sayer, A. (eds.) New Methods for the Analysis of Change, pp. 291-322. APA, Washington (2001b).
    • (2001) New Methods for the Analysis of Change , pp. 291-322
    • Muthén, B.1
  • 23
    • 0013297364 scopus 로고    scopus 로고
    • Beyond SEM: general latent variable modeling
    • Muthén, B.: Beyond SEM: general latent variable modeling. Behaviormetrika 29(1), 81-117 (2002).
    • (2002) Behaviormetrika , vol.29 , Issue.1 , pp. 81-117
    • Muthén, B.1
  • 24
    • 0142136682 scopus 로고    scopus 로고
    • Statistical and substantive checking in growth mixture modeling: comment on Bauer and Curran (2003)
    • Muthén, B.: Statistical and substantive checking in growth mixture modeling: comment on Bauer and Curran (2003). Psychol. Methods 8, 369-377 (2003).
    • (2003) Psychol. Methods , vol.8 , pp. 369-377
    • Muthén, B.1
  • 25
    • 8544268508 scopus 로고    scopus 로고
    • Latent variable analysis: growth mixture modeling and related techniques for longitudinal data
    • D. Kaplan (Ed.), Thousand Oaks: Sage
    • Muthén, B.: Latent variable analysis: growth mixture modeling and related techniques for longitudinal data. In: Kaplan, D. (ed.) The SAGE Handbook of Quantitative Methodology for the Social Sciences, pp. 345-368. Sage, Thousand Oaks (2004).
    • (2004) The SAGE Handbook of Quantitative Methodology for the Social Sciences , pp. 345-368
    • Muthén, B.1
  • 26
    • 42049117441 scopus 로고    scopus 로고
    • Latent variable hybrids: overview of old and new models
    • G. R. Hancock and K. M. Samuelsen (Eds.), Charlotte: Information Age Publishing
    • Muthén, B.: Latent variable hybrids: overview of old and new models. In: Hancock, G. R., Samuelsen, K. M. (eds.) Advances in Latent Variable Mixture Models, pp. 1-24. Information Age Publishing, Charlotte (2008).
    • (2008) Advances in Latent Variable Mixture Models , pp. 1-24
    • Muthén, B.1
  • 27
    • 84995346800 scopus 로고    scopus 로고
    • Growth mixture modeling: analysis with non-Gaussian random effects
    • G. Fitzmaurice, M. Davidian, G. Verbeke, and G. Molenberghs (Eds.), Boca Raton: Chapman & Hall/CRC Press
    • Muthén, B., Asparouhov, T.: Growth mixture modeling: analysis with non-Gaussian random effects. In: Fitzmaurice, G., Davidian, M., Verbeke, G., Molenberghs, G. (eds.) Longitudinal Data Analysis, pp. 143-165. Chapman & Hall/CRC Press, Boca Raton (2008).
    • (2008) Longitudinal Data Analysis , pp. 143-165
    • Muthén, B.1    Asparouhov, T.2
  • 28
    • 0033917955 scopus 로고    scopus 로고
    • Integrating person-centered and variable-centered analysis: growth mixture modeling with latent trajectory classes
    • Muthén, B., Muthén, L.: Integrating person-centered and variable-centered analysis: growth mixture modeling with latent trajectory classes. Alcohol. Clin. Exp. Res. 24(6), 882-891 (2000a).
    • (2000) Alcohol. Clin. Exp. Res. , vol.24 , Issue.6 , pp. 882-891
    • Muthén, B.1    Muthén, L.2
  • 29
    • 0034020646 scopus 로고    scopus 로고
    • The development of heavy drinking and alcohol-related problems from ages 18 to 37 in a U.S. national sample
    • Muthén, B., Muthén, L.: The development of heavy drinking and alcohol-related problems from ages 18 to 37 in a U. S. national sample. Journal of Studies on Alcohol 61, 290-300 (2000b).
    • (2000) Journal of Studies on Alcohol , vol.61 , pp. 290-300
    • Muthén, B.1    Muthén, L.2
  • 32
    • 0032969449 scopus 로고    scopus 로고
    • Finite mixture modeling with mixture outcomes using the EM algorithm
    • Muthén, B., Shedden, K.: Finite mixture modeling with mixture outcomes using the EM algorithm. Biometrics 55(2), 463-469 (1999).
    • (1999) Biometrics , vol.55 , Issue.2 , pp. 463-469
    • Muthén, B.1    Shedden, K.2
  • 33
    • 0033441152 scopus 로고    scopus 로고
    • Analyzing developmental trajectories: a semi-parametric, group-based approach
    • Nagin, D. S.: Analyzing developmental trajectories: a semi-parametric, group-based approach. Psychol. Methods 4, 139-157 (1999).
    • (1999) Psychol. Methods , vol.4 , pp. 139-157
    • Nagin, D.S.1
  • 35
    • 21144468543 scopus 로고
    • Age criminal careers, and population heterogeneity: specification and estimation of a nonparametric, mixed Poisson model
    • Nagin, D. S., Land, K. C.: Age criminal careers, and population heterogeneity: specification and estimation of a nonparametric, mixed Poisson model. Criminology 31(3), 327-362 (1993).
    • (1993) Criminology , vol.31 , Issue.3 , pp. 327-362
    • Nagin, D.S.1    Land, K.C.2
  • 36
    • 36849091981 scopus 로고    scopus 로고
    • Deciding on the number of classes in latent class analysis and growth mixture modeling. A Monte Carlo simulation study
    • Nylund, K., Asparouhov, T., Muthén, B. O.: Deciding on the number of classes in latent class analysis and growth mixture modeling. A Monte Carlo simulation study. Struct. Eq. Model. 14, 535-569 (2007).
    • (2007) Struct. Eq. Model. , vol.14 , pp. 535-569
    • Nylund, K.1    Asparouhov, T.2    Muthén, B.O.3
  • 38
    • 69949164159 scopus 로고    scopus 로고
    • Persönliche Codes bei Längsschnittstudien: Ein Erfahrungsbericht
    • Pöge, A.: Persönliche Codes bei Längsschnittstudien: Ein Erfahrungsbericht. ZA-Inf. 56, 50-69 (2005).
    • (2005) ZA-Inf. , vol.56 , pp. 50-69
    • Pöge, A.1
  • 39
    • 0002289285 scopus 로고
    • Some statistical methods for comparison of growth curves
    • Rao, C. R.: Some statistical methods for comparison of growth curves. Biometrics 14, 1-17 (1958).
    • (1958) Biometrics , vol.14 , pp. 1-17
    • Rao, C.R.1
  • 41
    • 65649133237 scopus 로고    scopus 로고
    • Longitudinal analysis of adolescents' deviant and delinquent behavior. Applications of latent class growth curves and growth mixture models
    • Reinecke, J.: Longitudinal analysis of adolescents' deviant and delinquent behavior. Applications of latent class growth curves and growth mixture models. Methodology 2, 100-112 (2006b).
    • (2006) Methodology , vol.2 , pp. 100-112
    • Reinecke, J.1
  • 42
    • 85118906545 scopus 로고    scopus 로고
    • The development of deviant and delinquent behavior of adolescents. Applications of latent class growth curves and growth mixture models
    • K. Montfortvan, J. Oud, and A. Satorra (Eds.), Mahwah: Lawrence Erlbaum
    • Reinecke, J.: The development of deviant and delinquent behavior of adolescents. Applications of latent class growth curves and growth mixture models. In: van Montfort, K., Oud, J., Satorra, A. (eds.) Longitudinal Models in the Behavioral and Related Sciences, pp. 239-266. Lawrence Erlbaum, Mahwah (2007).
    • (2007) Longitudinal Models in the Behavioral and Related Sciences , pp. 239-266
    • Reinecke, J.1
  • 43
    • 81355125275 scopus 로고    scopus 로고
    • Klassifikation von Delinquenzverläufen: Eine Anwendung von Mischverteilungsmodellen
    • J. Reinecke and C. Tarnai (Eds.), Münster: Waxmann
    • Reinecke, J.: Klassifikation von Delinquenzverläufen: Eine Anwendung von Mischverteilungsmodellen. In: Reinecke, J., Tarnai, C. (eds.) Klassifikationsanalysen in Theorie und Praxis, pp. 189-218. Waxmann, Münster (2008).
    • (2008) Klassifikationsanalysen in Theorie Und Praxis , pp. 189-218
    • Reinecke, J.1
  • 44
    • 1542742695 scopus 로고    scopus 로고
    • Modeling uncertainty in latent class membership: a case study in criminology
    • Roeder, K., Lynch, K. G., Nagin, D. S.: Modeling uncertainty in latent class membership: a case study in criminology. J. Am. Stat. Assoc. 94, 766-776 (1999).
    • (1999) J. Am. Stat. Assoc. , vol.94 , pp. 766-776
    • Roeder, K.1    Lynch, K.G.2    Nagin, D.S.3
  • 47
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz, G.: Estimating the dimension of a model. Ann. Stat. 6(2), 461-464 (1978).
    • (1978) Ann. Stat. , vol.6 , Issue.2 , pp. 461-464
    • Schwarz, G.1
  • 48
    • 0001900147 scopus 로고
    • Determination of parameters of a functional relation by factor analysis
    • Tucker, L. R.: Determination of parameters of a functional relation by factor analysis. Psychometrika 23, 19-23 (1958).
    • (1958) Psychometrika , vol.23 , pp. 19-23
    • Tucker, L.R.1
  • 49
    • 12044258058 scopus 로고
    • Using covariance structure analysis to detect correlates and predictors of individual change over time
    • Willet, J. B., Sayer, A. G.: Using covariance structure analysis to detect correlates and predictors of individual change over time. Psychol. Bull. 116(2), 363-381 (1994).
    • (1994) Psychol. Bull. , vol.116 , Issue.2 , pp. 363-381
    • Willet, J.B.1    Sayer, A.G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.