Causal Inference with Latent Variables: Recent Advances and Future Prospectives.
Yaochen ZhuYinhan HeJing MaMengxuan HuSheng LiJundong LiPublished in: KDD (2024)
Keyphrases
- recent advances
- latent variables
- causal inference
- observational data
- probabilistic model
- random variables
- posterior distribution
- prior knowledge
- additive noise
- topic models
- gaussian process
- causal models
- abductive reasoning
- generative model
- discrete data
- rare events
- nonmonotonic reasoning
- decision trees
- bayesian networks
- directed acyclic graph
- graphical models
- probability distribution
- knowledge base