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