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