Personalized and privacy-preserving federated heterogeneous medical image analysis with PPPML-HMI.
Juexiao ZhouLongxi ZhouDi WangXiaopeng XuHaoyang LiYuetan ChuWenkai HanXin GaoPublished in: CoRR (2023)
Keyphrases
- privacy preserving
- medical image analysis
- medical images
- deformable models
- image registration
- privacy preserving data mining
- privacy preservation
- medical imaging
- vertically partitioned data
- image analysis
- anatomical structures
- multi party
- visual programming environment
- private information
- data privacy
- privacy concerns
- sensitive information
- private data
- record linkage
- data perturbation
- sensitive data
- horizontally partitioned data
- data publishing
- privacy guarantees
- naive bayesian classification
- digital libraries
- user privacy
- privacy preserving association rule mining
- privacy sensitive
- scalar product
- preserving privacy
- privacy protection
- third party
- secure multiparty computation
- horizontally partitioned
- differential privacy
- search engine