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A robust permutation test for the concordance correlation coefficient

In this work, we developed a robust permutation test for the concordance correlation coefficient (ρ (c)) for testing the general hypothesis H (0) : ρ (c) = ρ (c(0)). The proposed test is based on an appropriately studentized statistic. Theoretically, the test is proven to be asymptotically valid in...

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Detalles Bibliográficos
Autores principales: Hutson, Alan D., Yu, Han
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8359348/
https://www.ncbi.nlm.nih.gov/pubmed/33599032
http://dx.doi.org/10.1002/pst.2101
Descripción
Sumario:In this work, we developed a robust permutation test for the concordance correlation coefficient (ρ (c)) for testing the general hypothesis H (0) : ρ (c) = ρ (c(0)). The proposed test is based on an appropriately studentized statistic. Theoretically, the test is proven to be asymptotically valid in the general setting when two paired variables are uncorrelated but dependent. This desired property was demonstrated across a range of distributional assumptions and sample sizes in simulation studies, where the test exhibits robust type I error control in all settings tested, even when the sample size is small. We demonstrated the application of this test in two real world examples across cardiac output measurements and endocardiographic imaging.