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Gaussian Process Panel Modeling—Machine Learning Inspired Analysis of Longitudinal Panel Data

In this article, we extend the Bayesian nonparametric regression method Gaussian Process Regression to the analysis of longitudinal panel data. We call this new approach Gaussian Process Panel Modeling (GPPM). GPPM provides great flexibility because of the large number of models it can represent. It...

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Bibliografiske detaljer
Udgivet i:Front Psychol
Main Authors: Karch, Julian D., Brandmaier, Andreas M., Voelkle, Manuel C.
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2020
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7096578/
https://ncbi.nlm.nih.gov/pubmed/32265770
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fpsyg.2020.00351
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