메뉴 건너뛰기




Volumn 10, Issue 4, 2007, Pages 635-656

Growth mixture modeling: Identifying and predicting unobserved subpopulations with longitudinal data

Author keywords

Growth curves; Growth mixture modeling; Longitudinal data analysis

Indexed keywords


EID: 34548536809     PISSN: 10944281     EISSN: 15527425     Source Type: Journal    
DOI: 10.1177/1094428106289397     Document Type: Article
Times cited : (214)

References (46)
  • 1
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike, H. (1974). A new look at the statistical model identification. IEEE Transaction on Automatic Control, 19, 716 - 723.
    • (1974) IEEE Transaction on Automatic Control , vol.19 , pp. 716-723
    • Akaike, H.1
  • 3
    • 19744380155 scopus 로고    scopus 로고
    • Input-based and time-based models of international adjustment: Meta-analytic evidence and theoretical extensions
    • Bhaskar-Shrinivas, P., Harrison, D.A., Shaffer, M.A., & Luk, D.M. (2005). Input-based and time-based models of international adjustment: Meta-analytic evidence and theoretical extensions. Academy of Management Journal, 48, 257-281.
    • (2005) Academy of Management Journal , vol.48 , pp. 257-281
    • Bhaskar-Shrinivas, P.1    Harrison, D.A.2    Shaffer, M.A.3    Luk, D.M.4
  • 5
    • 0000200149 scopus 로고
    • Cross-cultural training effectiveness: A review and a theoretical framework for future research
    • Black, J.S., & Mendenhall, M. (1991). Cross-cultural training effectiveness: A review and a theoretical framework for future research. Academy of Management Review, 15, 113 - 136.
    • (1991) Academy of Management Review , vol.15 , pp. 113-136
    • Black, J.S.1    Mendenhall, M.2
  • 6
    • 0001318303 scopus 로고
    • Overall fit in covariance structure models: Two types of sample size effects
    • Bollen, K.A. (1990). Overall fit in covariance structure models: Two types of sample size effects. Psychological Bulletin, 107, 256 - 259.
    • (1990) Psychological Bulletin , vol.107 , pp. 256-259
    • Bollen, K.A.1
  • 7
    • 0030027035 scopus 로고    scopus 로고
    • Gender and life satisfaction in retirement: An assessment of the male model
    • Calasanti, T.M. (1996). Gender and life satisfaction in retirement: An assessment of the male model. Journal of Gerontology: Social Sciences, 51B, S18 - S29.
    • (1996) Journal of Gerontology: Social Sciences , vol.51
    • Calasanti, T.M.1
  • 8
    • 0001557972 scopus 로고    scopus 로고
    • The conceptualization and analysis of change over time: An integrative approach incorporating longitudinal mean and covariance structures analysis (LMACS) and multiple indicator latent growth modeling (MLGM)
    • Chan, D. (1998). The conceptualization and analysis of change over time: An integrative approach incorporating longitudinal mean and covariance structures analysis (LMACS) and multiple indicator latent growth modeling (MLGM). Organizational Research Methods, 1, 421 - 483.
    • (1998) Organizational Research Methods , vol.1 , pp. 421-483
    • Chan, D.1
  • 9
    • 0009913074 scopus 로고    scopus 로고
    • Latent growth modeling
    • F. Drasgow & N. Schmitt (Eds.), San Francisco: Jossey-Bass.
    • Chan, D. (2001). Latent growth modeling. In F. Drasgow & N. Schmitt (Eds.), Measuring and analyzing behavior in organizations (pp. 302 - 349). San Francisco: Jossey-Bass.
    • (2001) Measuring and Analyzing Behavior in Organizations , pp. 302-349
    • Chan, D.1
  • 10
    • 0034164079 scopus 로고    scopus 로고
    • Interindividual differences in intraindividual changes in proactivity during organizational entry: A latent growth modeling approach to understanding newcomer adaptation
    • Chan, D., & Schmitt, N. (2000). Interindividual differences in intraindividual changes in proactivity during organizational entry: A latent growth modeling approach to understanding newcomer adaptation. Journal of Applied Psychology, 85, 190 - 210.
    • (2000) Journal of Applied Psychology , vol.85 , pp. 190-210
    • Chan, D.1    Schmitt, N.2
  • 11
    • 0001254763 scopus 로고    scopus 로고
    • Comparisons of two statistical approaches to study growth curves: The multilevel model and the latent curve analysis
    • Chou, C., Bentler, P.M., & Pentz, M.A. (1998). Comparisons of two statistical approaches to study growth curves: The multilevel model and the latent curve analysis. Structural Equation Modeling, 5, 247 - 266.
    • (1998) Structural Equation Modeling , vol.5 , pp. 247-266
    • Chou, C.1    Bentler, P.M.2    Pentz, M.A.3
  • 12
    • 0842285954 scopus 로고    scopus 로고
    • Have multilevel models been structural equation models all along?
    • Curran, P.J. (2003). Have multilevel models been structural equation models all along? Multivariate Behavioral Research, 38, 529 - 569.
    • (2003) Multivariate Behavioral Research , vol.38 , pp. 529-569
    • Curran, P.J.1
  • 14
    • 18444408338 scopus 로고    scopus 로고
    • Power of latent growth modeling for detecting group differences in linear growth trajectory parameters
    • Fan, X. (2003). Power of latent growth modeling for detecting group differences in linear growth trajectory parameters. Structural Equation Modeling, 10, 380 - 400.
    • (2003) Structural Equation Modeling , vol.10 , pp. 380-400
    • Fan, X.1
  • 15
    • 0031004403 scopus 로고    scopus 로고
    • The retirement adjustment process: Changes in the well-being of male retirees across time
    • Gall, T.L., Evans, D.R., & Howard, J. (1997). The retirement adjustment process: Changes in the well-being of male retirees across time. Journal of Gerontology: Psychological Sciences, 52B, P110 - P117.
    • (1997) Journal of Gerontology: Psychological Sciences , vol.52
    • Gall, T.L.1    Evans, D.R.2    Howard, J.3
  • 16
    • 0034195079 scopus 로고    scopus 로고
    • The temporal factor of change in stressor-strain relationships: A growth curve model on a longitudinal study in East Germany
    • Garst, H., Frese, M., & Molenaar, P.C.M. (2000). The temporal factor of change in stressor-strain relationships: A growth curve model on a longitudinal study in East Germany. Journal of Applied Psychology, 85, 417 - 438.
    • (2000) Journal of Applied Psychology , vol.85 , pp. 417-438
    • Garst, H.1    Frese, M.2    Molenaar, P.C.M.3
  • 18
    • 0002540698 scopus 로고    scopus 로고
    • Cluster analysis
    • L. Grimm & P. Yarnold (Eds.), Washington, DC: American Psychological Association.
    • Hair, J., & Black, W. (2000). Cluster analysis. In L. Grimm & P. Yarnold (Eds.), Reading and understanding more multivariate statistics (pp. 147 - 206). Washington, DC: American Psychological Association.
    • (2000) Reading and Understanding More Multivariate Statistics , pp. 147-206
    • Hair, J.1    Black, W.2
  • 19
    • 0032262444 scopus 로고    scopus 로고
    • Fit indices in covariance structure modeling: Sensitivity to underparameterized model misspecification
    • Hu, L., & Bentler, P.M. (1998). Fit indices in covariance structure modeling: Sensitivity to underparameterized model misspecification. Psychological Methods, 3, 424 - 453.
    • (1998) Psychological Methods , vol.3 , pp. 424-453
    • Hu, L.1    Bentler, P.M.2
  • 20
    • 67650706330 scopus 로고    scopus 로고
    • Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives
    • Hu, L., & Bentler, P.M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6, 1 - 55.
    • (1999) Structural Equation Modeling , vol.6 , pp. 1-55
    • Hu, L.1    Bentler, P.M.2
  • 21
    • 21144471169 scopus 로고
    • A maximum likelihood method for latent class regression involving a censored dependent variable
    • Jedidi, K., Ramaswamy, V., & Desarbo, W.S. (1993). A maximum likelihood method for latent class regression involving a censored dependent variable. Psychometrika, 58, 375 - 394.
    • (1993) Psychometrika , vol.58 , pp. 375-394
    • Jedidi, K.1    Ramaswamy, V.2    Desarbo, W.S.3
  • 22
    • 0000366020 scopus 로고
    • The health and retirement study: An overview
    • Juster, F., & Suzman, R. (1995). The health and retirement study: An overview. Journal of Human Resources, 30 (Suppl.), 7 - 56.
    • (1995) Journal of Human Resources , vol.30 , pp. 7-56
    • Juster, F.1    Suzman, R.2
  • 23
    • 0036238078 scopus 로고    scopus 로고
    • Retirement transitions, gender, and psychological well-being: A life-course, ecological model
    • Kim, J.E., & Moen, P. (2002). Retirement transitions, gender, and psychological well-being: A life-course, ecological model. Journal of Gerontology: Psychological Sciences, 57B, P212 - P222.
    • (2002) Journal of Gerontology: Psychological Sciences , vol.57
    • Kim, J.E.1    Moen, P.2
  • 25
    • 0038183179 scopus 로고    scopus 로고
    • Testing the number of components in a normal mixture
    • Lo, Y., Mendell, N.R., & Rubin, D.B. (2001). Testing the number of components in a normal mixture. Biometrika, 88, 767 - 778.
    • (2001) Biometrika , vol.88 , pp. 767-778
    • Lo, Y.1    Mendell, N.R.2    Rubin, D.B.3
  • 26
    • 0001348083 scopus 로고
    • Model modifications in covariance structure analysis: The problem of capitalization on chance
    • MacCallum, R., Roznowski, M., & Necowitz, L. (1992). Model modifications in covariance structure analysis: The problem of capitalization on chance. Psychological Bulletin, 111, 490 - 504.
    • (1992) Psychological Bulletin , vol.111 , pp. 490-504
    • MacCallum, R.1    Roznowski, M.2    Necowitz, L.3
  • 27
    • 3142717451 scopus 로고
    • Goodness-of-fit indexes in confirmatory factor analysis: The effect of sample size
    • Marsh, H.W., Balla, J.R., & McDonald, R.P. (1988). Goodness-of-fit indexes in confirmatory factor analysis: The effect of sample size. Psychological Bulletin, 103, 391 - 410.
    • (1988) Psychological Bulletin , vol.103 , pp. 391-410
    • Marsh, H.W.1    Balla, J.R.2    McDonald, R.P.3
  • 28
    • 0023461547 scopus 로고
    • Retirement as a critical life event: The differential experiences of women and men
    • Matthews, A.M., & Brown, K.H. (1987). Retirement as a critical life event: The differential experiences of women and men. Research on Aging, 9, 548 - 571.
    • (1987) Research on Aging , vol.9 , pp. 548-571
    • Matthews, A.M.1    Brown, K.H.2
  • 30
    • 34249962132 scopus 로고
    • Latent curve analysis
    • Meredith, W., & Tisak, J. (1990). Latent curve analysis. Psychometrika, 55, 107 - 122.
    • (1990) Psychometrika , vol.55 , pp. 107-122
    • Meredith, W.1    Tisak, J.2
  • 31
    • 0000777746 scopus 로고
    • Is the relationship between cognitive ability and job performance stable over time?
    • Murphy, K.R. (1989). Is the relationship between cognitive ability and job performance stable over time? Human Performance, 2, 183 - 200.
    • (1989) Human Performance , vol.2 , pp. 183-200
    • Murphy, K.R.1
  • 32
    • 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 & A. Sayer (Eds.), Washington, DC: American Psychological Association.
    • Muthn, B. (2001). Second-generation structural equation modeling with a combination of categorical and continuous latent variables: New opportunities for latent class-latent growth modeling. In L. Collins & A. Sayer (Eds.), New methods for the analysis of change (pp. 291 - 322). Washington, DC: American Psychological Association.
    • (2001) New Methods for the Analysis of Change , pp. 291-322
    • Muthn, B.1
  • 33
    • 8544268508 scopus 로고    scopus 로고
    • Latent variable analysis: Growth mixture modeling and related techniques for longitudinal data
    • D. Kaplan (Ed.), Thousand Oaks, CA: Sage.
    • Muthn, B. (2004). Latent variable analysis: Growth mixture modeling and related techniques for longitudinal data. In D. Kaplan (Ed.), Handbook of quantitative methodology for the social sciences (pp. 345 - 368). Thousand Oaks, CA: Sage.
    • (2004) Handbook of Quantitative Methodology for the Social Sciences , pp. 345-368
    • Muthn, B.1
  • 34
    • 0009852669 scopus 로고    scopus 로고
    • General growth mixture modeling for randomized preventive interventions
    • Muthn, B., Brown, C.H., Masyn, K., Jo, B., Khoo, S.T., Yang, C.C., et al. (2002). General growth mixture modeling for randomized preventive interventions. Biostatistics, 3, 459 - 475.
    • (2002) Biostatistics , vol.3 , pp. 459-475
    • Muthn, B.1    Brown, C.H.2    Masyn, K.3    Jo, B.4    Khoo, S.T.5    Yang, C.C.6
  • 35
    • 0041743093 scopus 로고    scopus 로고
    • Comment on the Barnard, Frangakis, Hill, & Rubin article, Principal stratification approach to broken randomized experiments: A case study of school choice vouchers in New York City
    • Muthn, B., Jo, B., & Brown, H. (2003). Comment on the Barnard, Frangakis, Hill, & Rubin article, Principal stratification approach to broken randomized experiments: A case study of school choice vouchers in New York City. Journal of the American Statistical Association, 98, 311 - 314.
    • (2003) Journal of the American Statistical Association , vol.98 , pp. 311-314
    • Muthn, B.1    Jo, B.2    Brown, H.3
  • 36
    • 0003753978 scopus 로고    scopus 로고
    • 3rd ed.). Los Angeles, CA: Muthn & Muthn.
    • Muthn, L. & Muthn, B. (2001). Mplus User's Guide (3 rd ed.). Los Angeles, CA: Muthn & Muthn.
    • (2001) Mplus User's Guide
    • Muthn, L.1    Muthn, B.2
  • 38
    • 0032969449 scopus 로고    scopus 로고
    • Finite mixture modeling with mixture outcomes using the em algorithm
    • Muthn, B., & Shedden, K. (1999). Finite mixture modeling with mixture outcomes using the EM algorithm. Biometrics, 55, 463 - 469.
    • (1999) Biometrics , vol.55 , pp. 463-469
    • Muthn, B.1    Shedden, K.2
  • 39
    • 0041125646 scopus 로고    scopus 로고
    • The substantive nature of performance variability: Predicting interindividual differences in intraindividual performance
    • Ployhart, R.E., & Hakel, M.D. (1998). The substantive nature of performance variability: Predicting interindividual differences in intraindividual performance. Personnel Psychology, 51, 859 - 901.
    • (1998) Personnel Psychology , vol.51 , pp. 859-901
    • Ployhart, R.E.1    Hakel, M.D.2
  • 40
    • 0032254637 scopus 로고    scopus 로고
    • Consequences of retirement activities for distress and the sense of personal control
    • Ross, C.E., & Drentea, P. (1998). Consequences of retirement activities for distress and the sense of personal control. Journal of Health and Social Behavior, 39, 317 - 334.
    • (1998) Journal of Health and Social Behavior , vol.39 , pp. 317-334
    • Ross, C.E.1    Drentea, P.2
  • 41
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwartz, G. (1978). Estimating the dimension of a model. The Annals of Statistics, 6, 461 - 464.
    • (1978) The Annals of Statistics , vol.6 , pp. 461-464
    • Schwartz, G.1
  • 42
    • 0000386489 scopus 로고
    • Application of model-selection criteria to some problems in multivariate analysis
    • Sclove, S.L. (1987). Application of model-selection criteria to some problems in multivariate analysis. Psychometrika, 52, 333 - 343.
    • (1987) Psychometrika , vol.52 , pp. 333-343
    • Sclove, S.L.1
  • 45
    • 12044258058 scopus 로고
    • Using covariance structure analysis to detect correlates and predictors of individual change over time
    • Willett, J.B., & Sayer, A.G. (1994). Using covariance structure analysis to detect correlates and predictors of individual change over time. Psychological Bulletin, 116, 363 - 381.
    • (1994) Psychological Bulletin , vol.116 , pp. 363-381
    • Willett, J.B.1    Sayer, A.G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.