Learning-Augmented Sketching Offers Improved Performance for Privacy Preserving and Secure GWAS
Junyan Xu, Kaiyuan Zhu, Jieling Cai, Can Koçkan, Natnatee Dokmai, Hyunghoon Cho, David Paul Woodruff, S. Cenk Şahinalp
The paper improves the SkSES method for privacy-preserving GWAS by integrating a learning-augmented approach, achieving up to 40% higher accuracy under memory constraints.
iScience · Feb 13, 2025Peer-reviewedBioinformatics