Infrastructure platform for privacy-preserving distributed machine learning development of computer-assisted theragnostics in cancer.
Matthew FieldDavid I. ThwaitesMartin CarolanGeoff P. DelaneyJoerg LehmannJonathan SykesShalini VinodLois HollowayPublished in: J. Biomed. Informatics (2022)
Keyphrases
- computer assisted
- privacy preserving
- machine learning
- horizontally partitioned data
- multi party
- partitioned data
- horizontally partitioned
- privacy preserving data mining
- privacy sensitive
- distributed data mining
- vertically partitioned data
- computer aided
- privacy preservation
- record linkage
- private information
- secure multiparty computation
- data privacy
- distributed environment
- privacy preserving classification
- sensitive information
- preserving privacy
- data perturbation
- data mining
- sensitive data
- differential privacy
- privacy concerns
- pattern recognition
- distributed systems
- privacy preserving association rule mining
- private data
- scalar product
- naive bayesian classification
- data publishing
- user privacy
- privacy protection
- distributed computing
- decision trees
- knowledge discovery
- data sources