Camille Bachot
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View article: Comparison of anonymization techniques regarding statistical reproducibility
Comparison of anonymization techniques regarding statistical reproducibility Open
Background Anonymization opens up innovative ways of using secondary data without the requirements of the GDPR, as anonymized data does not affect anymore the privacy of data subjects. Anonymization requires data alteration, and this proje…
View article: Federated Analysis With Differential Privacy in Oncology Research: Longitudinal Observational Study Across Hospital Data Warehouses
Federated Analysis With Differential Privacy in Oncology Research: Longitudinal Observational Study Across Hospital Data Warehouses Open
Background Federated analytics in health care allows researchers to perform statistical queries on remote datasets without access to the raw data. This method arose from the need to perform statistical analysis on larger datasets collected…
View article: Capability and accuracy of usual statistical analyses in a real-world setting using a federated approach
Capability and accuracy of usual statistical analyses in a real-world setting using a federated approach Open
Methods The objective of this project was to determine the capability of a federated analysis approach using DataSHIELD to maintain the level of results of a classical centralized analysis in a real-world setting. This research was carried…
View article: Distributed Analytics for Research in Hospitals (DARAH): Federated Analysis with Differential Privacy in a Real-World Oncology Study (Preprint)
Distributed Analytics for Research in Hospitals (DARAH): Federated Analysis with Differential Privacy in a Real-World Oncology Study (Preprint) Open
BACKGROUND Federated analytics in healthcare allows researchers to perform statistical queries on remote data sets without access to the raw data. This method arose from the need to perform statistical analysis on larger datasets collecte…