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Semi-parallel Logistic Regression for GWAS on Encrypted Data
Homomorphic encryption Genome-wide association studies Logistic regression
2019/3/21
The sharing of biomedical data is crucial to enable scientific discoveries across institutions and improve health care. For example, genome-wide association studies (GWAS) based on a large number of s...
Achieving GWAS with Homomorphic Encryption
GWAS Homomorphic Encryption Logistic Regression
2019/2/26
One way of investigating how genes affect human traits would be with a genome-wide association study (GWAS). Genetic markers, known as single-nucleotide polymorphism (SNP), are used in GWAS. This rais...
Privacy-preserving Approximate GWAS computation based on Homomorphic Encryption
homomorphic encryption GWAS Fisher scoring
2019/2/25
One of three tasks in a secure genome analysis competition called IDASH 2018 was to develop a solution for privacy-preserving GWAS computation based on homomorphic encryption. The scenario is that a d...