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Characterization of the effects of outliers on ComBat harmonization for removing inter-site data heterogeneity in multisite neuroimaging studies

Data harmonization is a key step widely used in multisite neuroimaging studies to remove inter-site heterogeneity of data distribution. However, data harmonization may even introduce additional inter-site differences in neuroimaging data if outliers are present in the data of one or more sites. It r...

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Detalles Bibliográficos
Autores principales: Han, Qichao, Xiao, Xiaoxiao, Wang, Sijia, Qin, Wen, Yu, Chunshui, Liang, Meng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10249749/
https://www.ncbi.nlm.nih.gov/pubmed/37304022
http://dx.doi.org/10.3389/fnins.2023.1146175