Growth Modeling: Structural Equation and Multilevel Modeling Approaches

被引:1
|
作者
Hong, Maxwell R. [1 ]
Jacobucci, Ross [1 ]
机构
[1] Univ Notre Dame, Notre Dame, IN 46556 USA
关键词
growth modeling; structural equation modeling; multilevel modeling; longitudinal research; R PACKAGE;
D O I
10.1007/s11336-018-9634-9
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Research questions that address developmental processes are becoming more prevalent in psychology and other areas of social science. Growth models have become a popular tool to model multiple individuals measured over several time points. These types of models allow researchers to answer a wide variety of research questions, such as modeling inter- and intra-individual differences and variability in longitudinal process (Molenaar 2004). The recently published book, Growth Modeling: Structural Equation and Multilevel Modeling Approaches (Grimm, Ram & Estabrook 2017), provides a solid foundation for both beginners and more advanced researchers interested in longitudinal data analysis by juxtaposing both the multilevel and structural equation modeling frameworks for several different models. By providing both sufficient technical background and practical coding examples in a variety of both commercial and open-source software, this book should serve as an excellent reference tool for behavioral and methodological researchers interested in growth modeling.
引用
收藏
页码:327 / 332
页数:6
相关论文
共 50 条
  • [41] A comparison of two PLS-based approaches to structural equation modeling
    Romano, Rosaria
    Tomic, Oliver
    Liland, Kristian H.
    Smilde, Age
    Naes, Tormod
    [J]. JOURNAL OF CHEMOMETRICS, 2019, 33 (03)
  • [42] Modeling for Spatial Multilevel Structural Data
    Min, Suqin
    He, Xiaoqun
    [J]. FIFTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2012): COMPUTER VISION, IMAGE ANALYSIS AND PROCESSING, 2013, 8783
  • [43] Exploratory Latent Growth Models in the Structural Equation Modeling Framework
    Grimm, Kevin J.
    Steele, Joel S.
    Ram, Nilam
    Nesselroade, John R.
    [J]. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2013, 20 (04) : 568 - 591
  • [44] STRUCTURAL EQUATION MODELING IN PERSPECTIVE
    KELLOWAY, EK
    [J]. JOURNAL OF ORGANIZATIONAL BEHAVIOR, 1995, 16 (03) : 215 - 224
  • [45] Basics of structural equation modeling
    Hamagami, F
    [J]. CONTEMPORARY PSYCHOLOGY, 1999, 44 (02): : 165 - 169
  • [46] Handbook of Structural Equation Modeling
    Wong, Raymond Sin-Kwok
    [J]. ACTA SOCIOLOGICA, 2014, 57 (04) : 374 - 375
  • [47] Exploratory Structural Equation Modeling
    Asparouhov, Tihomir
    Muthen, Bengt
    [J]. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2009, 16 (03) : 397 - 438
  • [48] Regularized Structural Equation Modeling
    Jacobucci, Ross
    Grimm, Kevin J.
    McArdle, John J.
    [J]. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2016, 23 (04) : 555 - 566
  • [49] Structural Equation Modeling with lavaan
    Kao, Wei-Kang
    [J]. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2021, 28 (02) : 329 - 330
  • [50] Basics of Structural Equation Modeling
    Boomsma, Anne
    [J]. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2000, 7 (01) : 142 - 148