Causal Inference with Conditional Instruments Using Deep Generative Models.
Debo ChengZiqi XuJiuyong LiLin LiuJixue LiuThuc Duy LePublished in: AAAI (2023)
Keyphrases
- generative model
- causal inference
- probabilistic model
- additive noise
- abductive reasoning
- causal models
- discriminative learning
- deep belief networks
- prior knowledge
- rare events
- nonmonotonic reasoning
- conditional random fields
- discriminative models
- discrete data
- em algorithm
- latent dirichlet allocation
- topic models
- semi supervised
- conditional probabilities
- posterior probability
- expectation maximization
- learning algorithm
- logic programming
- model selection
- maximum likelihood
- graphical models
- knowledge representation
- support vector