A transfer learning approach to facilitate ComBat-based harmonization of multicentre radiomic features in new datasets

PURPOSE: To facilitate the demonstration of the prognostic value of radiomics, multicenter radiomics studies are needed. Pooling radiomic features of such data in a statistical analysis is however challenging, as they are sensitive to the variability in scanner models, acquisition protocols and reco...

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Vydáno v:PLoS One
Hlavní autoři: Da-ano, Ronrick, Lucia, François, Masson, Ingrid, Abgral, Ronan, Alfieri, Joanne, Rousseau, Caroline, Mervoyer, Augustin, Reinhold, Caroline, Pradier, Olivier, Schick, Ulrike, Visvikis, Dimitris, Hatt, Mathieu
Médium: Artigo
Jazyk:Inglês
Vydáno: Public Library of Science 2021
Témata:
Research Article
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC8248970/
https://ncbi.nlm.nih.gov/pubmed/34197503
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0253653
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