The evolving privacy and security concerns for genomic data analysis and sharing as observed from the iDASH competition
Concerns regarding inappropriate leakage of sensitive personal information as well as
unauthorized data use are increasing with the growth of genomic data repositories …
unauthorized data use are increasing with the growth of genomic data repositories …
Generating privacy preserving synthetic medical data
Due to the recent development in the deep learning community and the availability of state-
of-the-art models, medical practitioners are getting more interested in computer vision and …
of-the-art models, medical practitioners are getting more interested in computer vision and …
Privacy-Preserving Collaborative Learning for Genome Analysis via Secure XGBoost
Genomic data is usually stored in a decentralized manner among data providers, who
cannot share them publicly due to privacy concerns. A significant technical challenge is to …
cannot share them publicly due to privacy concerns. A significant technical challenge is to …
Secure and distributed assessment of privacy-preserving GWAS releases
Genome-wide association studies (GWAS) identify correlations between the genetic variants
and an observable characteristic such as a disease. Previous works presented privacy …
and an observable characteristic such as a disease. Previous works presented privacy …
I-GWAS: Privacy-preserving interdependent genome-wide association studies
Genome-wide Association Studies (GWASes) identify genomic variations that are
statistically associated with a trait, such as a disease, in a group of individuals …
statistically associated with a trait, such as a disease, in a group of individuals …
Secure, privacy-preserving and practical collaborative Genome-Wide Association Studies
T Pascoal - 2022 - orbilu.uni.lu
[en] Understanding the interplay between genomics and human health is a crucial step for
the advancement and development of our society. Genome-Wide Association Study (GWAS) …
the advancement and development of our society. Genome-Wide Association Study (GWAS) …
Towards practical Genome-Wide Association Studies: Overview and Challenges
The popularization of large-scale federated Genome-Wide Association Study (GWAS) where
multiple data owners share their genome data to conduct federated analytics uncovers new …
multiple data owners share their genome data to conduct federated analytics uncovers new …
Privacy-preserving synthetic image data generation and classification
F Faisal - 2023 - mspace.lib.umanitoba.ca
Computer vision, generative models (eg, ChatGPT, etc.), and deep learning are now widely
used across various sectors, from large corporations to end devices, simplifying people's …
used across various sectors, from large corporations to end devices, simplifying people's …