Ontology highlight
ABSTRACT:
SUBMITTER: Karch JD
PROVIDER: S-EPMC7096578 | biostudies-literature | 2020
REPOSITORIES: biostudies-literature
Frontiers in psychology 20200319
In this article, we extend the Bayesian nonparametric regression method <i>Gaussian Process Regression</i> to the analysis of longitudinal panel data. We call this new approach <i>Gaussian Process Panel Modeling (GPPM)</i>. GPPM provides great flexibility because of the large number of models it can represent. It allows classical statistical inference as well as machine learning inspired predictive modeling. GPPM offers frequentist and Bayesian inference without the need to resort to Markov chai ...[more]