Distributed non-disclosive validation of predictive models by a modified ROC-GLM

Abstract Background Distributed statistical analyses provide a promising approach for privacy protection when analyzing data distributed over several databases. Instead of directly operating on data, the analyst receives anonymous summary statistics, which are combined into an aggregated result. Fur...

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Bibliographic Details

Published in:	BMC Medical Research Methodology
Main Authors:	Daniel Schalk, Raphael Rehms, Verena S. Hoffmann, Bernd Bischl, Ulrich Mansmann
Format:	Article
Language:	English
Published:	BMC 2024-08-01
Subjects:	Area under the ROC curve Distributed computing Medical tests ROC-GLM
Online Access:	https://doi.org/10.1186/s12874-024-02312-4