Browsing by Author "Pierides, Dean C."

Now showing items 1-3 of 3

2020-10Zeitschriftenartikel

From Data to Causes I: Building A General Cross-Lagged Panel Model (GCLM)

Zyphur, Michael; Allison, Paul D; Tay, Louis; Voelkle, Manuel; Preacher, Kristopher; Zhang, Zhen; Hamaker, Ellen L.; Shamsollahi, Ali; Pierides, Dean C.; Koval, Peter; Diener, Ed

This is the first paper in a series of two that synthesizes, compares, and extends methods for causal inference with longitudinal panel data in a structural equation modeling (SEM) framework. Starting with a cross-lagged ...
2020-10Zeitschriftenartikel

From Data to Causes II: Comparing Approaches to Panel Data Analysis

Zyphur, Michael; Voelkle, Manuel; Tay, Louis; Allison, Paul D.; Preacher, Kristopher; Zhang, Zhen; Hamaker, Ellen L.; Shamsollahi, Ali; Pierides, Dean C.; Koval, Peter; Diener, Ed

This article compares a general cross-lagged model (GCLM) to other panel data methods based on their coherence with a causal logic and pragmatic concerns regarding modeled dynamics and hypothesis testing. We examine three ...
2021-02-15Zeitschriftenartikel

From Data to Causes III: Bayesian Priors for General Cross-Lagged Panel Models (GCLM)

Zyphur, Michael; Hamaker, Ellen L.; Tay, Louis; Voelkle, Manuel; Preacher, Kristopher J.; Zhang, Zhen; Allison, Paul D; Pierides, Dean C.; Koval, Peter; Diener, Edward F.

This article describes some potential uses of Bayesian estimation for time-series and panel data models by incorporating information from prior probabilities (i.e., priors) in addition to observed data. Drawing on econometrics ...