Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders.
Debo ChengZiqi XuJiuyong LiLin LiuJixue LiuWentao GaoThuc Duy LePublished in: AAAI (2024)
Keyphrases
- causal inference
- observational data
- latent variables
- causal models
- experimental data
- additive noise
- abductive reasoning
- parameter estimation
- image processing
- nonmonotonic reasoning
- rare events
- probabilistic model
- prior knowledge
- random variables
- directed acyclic graph
- approximate inference
- causal relationships
- discrete data
- causal discovery