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A Limited Information Estimator for Dynamic Factor Models

Citation

Fisher, Zachary F.; Bollen, Kenneth A.; & Gates, Kathleen M. (2019). A Limited Information Estimator for Dynamic Factor Models. Multivariate Behavioral Research, 54(2), 246-263. PMCID: PMC7473595

Abstract

Structural equation modeling (SEM) is an increasingly popular method for examining multivariate time series data. As in cross-sectional data analysis, structural misspecification of time series models is inevitable, and further complicated by the fact that errors occur in both the time series and measurement components of the model. In this article, we introduce a new limited information estimator and local fit diagnostic for dynamic factor models within the SEM framework. We demonstrate the implementation of this estimator and examine its performance under both correct and incorrect model specifications via a small simulation study. The estimates from this estimator are compared to those from the most common system-wide estimators and are found to be more robust to the structural misspecifications considered.

URL

http://dx.doi.org/10.1080/00273171.2018.1519406

Reference Type

Journal Article

Year Published

2019

Journal Title

Multivariate Behavioral Research

Author(s)

Fisher, Zachary F.
Bollen, Kenneth A.
Gates, Kathleen M.

PMCID

PMC7473595