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The pitfalls of using Gaussian Process Regression for normative modeling

Normative modeling, a group of methods used to quantify an individual’s deviation from some expected trajectory relative to observed variability around that trajectory, has been used to characterize subject heterogeneity. Gaussian Processes Regression includes an estimate of variable uncertainty acr...

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Detalles Bibliográficos
Autores principales: Xu, Bohan, Kuplicki, Rayus, Sen, Sandip, Paulus, Martin P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8443061/
https://www.ncbi.nlm.nih.gov/pubmed/34525108
http://dx.doi.org/10.1371/journal.pone.0252108