3 papers
cs.CR2026
Privacy-Preserving Detection of Rare Disease-Associated Cell Subsets via Secure Multi-Party Computation
Ş. Selcan Magara, Esther Havemann, Debora Jutz +2
The detection of rare disease-associated cell subsets from high-dimensional single-cell measurements is critical for understanding diseases such as leukaemia and viral infections.…
cs.CR2024
Accelerating Privacy-Preserving Medical Record Linkage: A Three-Party MPC Approach
Şeyma Selcan Mağara, Noah Dietrich, Ali Burak Ünal +1
Record linkage is a crucial concept for integrating data from multiple sources, particularly when datasets lack exact identifiers, and it has diverse applications in real-world dat…
cs.CR2024
Privacy Preserving Data Imputation via Multi-party Computation for Medical Applications
Julia Jentsch, Ali Burak Ünal, Şeyma Selcan Mağara +1
Handling missing data is crucial in machine learning, but many datasets contain gaps due to errors or non-response. Unlike traditional methods such as listwise deletion, which are…