MplusAutomation: An R Package for Facilitating Large-Scale Latent Variable Analyses in Mplus

被引:632
作者
Hallquist, Michael N. [1 ]
Wiley, Joshua F. [2 ]
机构
[1] Penn State Univ, University Pk, PA 16802 USA
[2] Monash Univ, Clayton, Vic, Australia
关键词
latent variable analysis; Monte Carlo study; Mplus; R; STRUCTURAL EQUATION; MONTE-CARLO; PERSONALITY;
D O I
10.1080/10705511.2017.1402334
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
MplusAutomation is a package for R that facilitates complex latent variable analyses in Mplus involving comparisons among many models and parameters. More specifically, MplusAutomation provides tools to accomplish 3 objectives: to create and manage Mplus syntax for groups of related models; to automate the estimation of many models; and to extract, aggregate, and compare fit statistics, parameter estimates, and ancillary model outputs. We provide an introduction to the package using applied examples including a large-scale simulation study. By reducing the effort required for large-scale studies, a broad goal of MplusAutomation is to support methodological developments in structural equation modeling using Mplus.
引用
收藏
页码:621 / 638
页数:18
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