APS

2025 APS Annual Convention

Unpacking Heterogeneity in a Multivariate and Longitudinal Framework: Structural Equation Models with Boruta Feature Selection

Saturday, May 24, 2025 · Washington, DC

Submitted Talk · Saturday, May 24, 2025 · 4:30 PM – 4:45 PM ET

Subject Area: Methodology

With increasing access to large datasets, implementing complex multivariate models has become feasible. Yet, identifying important moderators amidst influential variables remains a challenge. Addressing this, we introduce SEM-Boruta, a novel adaptation of the Boruta algorithm, and demonstrate its robustness through application on simulated datasets in a multivariate and longitudinal framework.

Chairs & Discussants