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A Privacy-Preserving Log-Rank Test for the Kaplan-Meier Estimator With Secure Multiparty Computation: Algorithm Development and Validation.

Marcel von MaltitzHendrik BallhausenDavid KaulDaniel F FleischmannMaximilian NiyaziClaus BelkaGeorg Carle
Published in: JMIR medical informatics (2021)
We showed that SMPC is applicable in the medical domain. A secure version of commonly used evaluation methods for clinical studies is possible with current implementations of SMPC. Furthermore, we infer that its application is practically feasible in terms of execution time.
Keyphrases
  • machine learning
  • healthcare
  • big data
  • deep learning
  • health information
  • psychometric properties
  • artificial intelligence