semopy: A Python']Python Package for Structural Equation Modeling

被引:31
|
作者
Igolkina, Anna A. [1 ]
Meshcheryakov, Georgy [1 ]
机构
[1] Peter Great St Petersburg Polytech Univ, Polytech Skaya 29, St Petersburg 195251, Russia
关键词
Structural equation modeling; SEM; semopy; !text type='python']python[!/text; SUBROUTINES;
D O I
10.1080/10705511.2019.1704289
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Structural equation modeling (SEM) is a multivariate statistical technique for estimating complex relationships between observed and latent variables. Although numerous SEM packages currently exist, they each have limitations and more importantly they are not free or open-source. The only package that is both free and open-source is lavaan. However, because this package is written in R, it is often difficult to integrate it with other programming language functionalities. This paper provides an overview of a new Python package called semopy that was specifically developed to overcome these limitations. Using illustrative examples we introduce the new package and then compare its performance in accuracy and execution time to lavaan.
引用
收藏
页码:952 / 963
页数:12
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