Deception by Omission: Using Adversarial Missingness to Poison Causal Structure Learning.
Deniz KoyuncuAlex GittensBülent YenerMoti YungPublished in: KDD (2023)
Keyphrases
- structure learning
- bayesian networks
- markov blanket
- graphical models
- conditional independence
- missing data
- causal models
- bayesian network structure learning
- parameter learning
- causal relationships
- conditional independence tests
- bayesian network classifiers
- parameter estimation
- markov logic networks
- missing values
- causal discovery
- transfer learning
- network structure
- markov networks
- belief propagation
- data mining
- random variables
- probability distribution
- causal reasoning
- incomplete data
- directed acyclic graph
- posterior probability
- approximate inference
- probabilistic model
- active learning
- social networks