Federated unsupervised random forest for privacy-preserving patient stratification.
Bastian PfeiferChristel SirocchiMarcus D. BloiceMarkus KreuzthalerMartin UrschlerPublished in: CoRR (2024)
Keyphrases
- random forest
- privacy preserving
- privacy preserving data mining
- decision trees
- privacy preservation
- multi party
- feature set
- ensemble methods
- private information
- vertically partitioned data
- sensitive information
- horizontally partitioned data
- data privacy
- unsupervised learning
- supervised learning
- privacy concerns
- secure multiparty computation
- privacy sensitive
- multi label
- sensitive data
- scalar product
- privacy requirements
- privacy protection
- preserving privacy
- data sets
- medical data
- similarity measure
- machine learning
- privacy preserving association rule mining
- data mining