Nothing but Regrets - Privacy-Preserving Federated Causal Discovery.
Osman Ali MianDavid KaltenpothMichael KampJilles VreekenPublished in: AISTATS (2023)
Keyphrases
- database
- privacy preserving
- causal discovery
- causal models
- causal relationships
- discovery process
- bayesian networks
- directed acyclic graph
- privacy preserving data mining
- vertically partitioned data
- privacy preservation
- sensitive information
- private information
- multi party
- record linkage
- data privacy
- scalar product
- horizontally partitioned data
- privacy concerns
- privacy protection
- conditional independence
- data sources
- data mining
- privacy sensitive
- naive bayesian classification
- private data
- privacy issues
- partitioned data
- differential privacy
- probability distribution
- privacy guarantees
- privacy requirements
- preserving privacy
- data perturbation
- information retrieval
- data integration
- sensitive data