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The expected behaviour of random fields in high dimensions: contradictions in the results of Bansal and Peterson (2018)

Bansal and Peterson (2018) found that in simple stationary Gaussian simulations Random Field Theory incorrectly estimates the number of clusters of a Gaussian field that lie above a threshold. Their results contradict the existing literature and appear to have arisen due to errors in their code. Usi...

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Detalles Bibliográficos
Autores principales: Davenport, Samuel, Nichols, Thomas E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7612853/
https://www.ncbi.nlm.nih.gov/pubmed/35121067
http://dx.doi.org/10.1016/j.mri.2021.11.010
Descripción
Sumario:Bansal and Peterson (2018) found that in simple stationary Gaussian simulations Random Field Theory incorrectly estimates the number of clusters of a Gaussian field that lie above a threshold. Their results contradict the existing literature and appear to have arisen due to errors in their code. Using reproducible code we demonstrate that in their simulations Random Field Theory correctly predicts the expected number of clusters and therefore that many of their results are invalid.