TY - JOUR
T1 - MplusAutomation
T2 - An R package for facilitating large-scale latent variable analyses in Mplus
AU - Hallquist, Michael N.
AU - Wiley, Joshua F.
PY - 2018/7/4
Y1 - 2018/7/4
N2 - 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.
AB - 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.
KW - latent variable analysis
KW - Monte Carlo study
KW - Mplus
KW - R
UR - http://www.scopus.com/inward/record.url?scp=85040977883&partnerID=8YFLogxK
U2 - 10.1080/10705511.2017.1402334
DO - 10.1080/10705511.2017.1402334
M3 - Article
AN - SCOPUS:85040977883
SN - 1070-5511
VL - 25
SP - 621
EP - 638
JO - Structural Equation Modeling: A multidisciplinary Journal
JF - Structural Equation Modeling: A multidisciplinary Journal
IS - 4
ER -