The Cusp Catastrophe Model as Cross-Sectional and Longitudinal Mixture Structural Equation Models
被引:31
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作者:
Chow, Sy-Miin
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Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USAPenn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Chow, Sy-Miin
[1
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Witkiewitz, Katie
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Univ New Mexico, Dept Psychol, Albuquerque, NM 87131 USAPenn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Witkiewitz, Katie
[2
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Grasman, Raoul P. P. P.
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Univ Amsterdam, Dept Psychol, NL-1012 WX Amsterdam, NetherlandsPenn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Grasman, Raoul P. P. P.
[3
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Maisto, Stephen A.
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Syracuse Univ, Dept Psychol, Syracuse, NY 13244 USAPenn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
Maisto, Stephen A.
[4
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机构:
[1] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA
[2] Univ New Mexico, Dept Psychol, Albuquerque, NM 87131 USA
Catastrophe theory (Thom, 1972, 1993) is the study of the many ways in which continuous changes in a system's parameters can result in discontinuous changes in 1 or several outcome variables of interest. Catastrophe theory-inspired models have been used to represent a variety of change phenomena in the realm of social and behavioral sciences. Despite their promise, widespread applications of catastrophe models have been impeded, in part, by difficulties in performing model fitting and model comparison procedures. We propose a new modeling framework for testing 1 kind of catastrophe model-the cusp catastrophe model-as a mixture structural equation model (MSEM) when cross-sectional data are available; or alternatively, as an MSEM with regime-switching (MSEM-RS) when longitudinal panel data are available. The proposed models and the advantages offered by this alternative modeling framework are illustrated using 2 empirical examples and a simulation study.
机构:
Univ Teknol Malaysia, Fac Sci, Dept Math, UTM Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Sci, Dept Math, UTM Skudai 81310, Johor, Malaysia
Khalid, Zarina Mohd
Morgan, Byron J. T.
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Univ Kent, Inst Math Stat & Actuarial Sci, Canterbury, Kent, EnglandUniv Teknol Malaysia, Fac Sci, Dept Math, UTM Skudai 81310, Johor, Malaysia
机构:
Providence Univ, Taichung, Taiwan
Natl Sun Yat Sen Univ, Kaohsiung, Taiwan
Chinese Univ Hong Kong, Hong Kong, Hong Kong, Peoples R ChinaProvidence Univ, Taichung, Taiwan
Wong, Chi-Sum
Law, Kenneth S.
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Hong Kong Univ Sci & Technol, Hong Kong, Hong Kong, Peoples R ChinaProvidence Univ, Taichung, Taiwan