Approximate Allocation Matching for Structural Causal Bandits with Unobserved Confounders.
Lai WeiMuhammad Qasim ElahiMahsa GhasemiMurat KocaogluPublished in: NeurIPS (2023)
Keyphrases
- observational data
- approximate matching
- experimental data
- causal effects
- causal inference
- causal relationships
- directed acyclic graph
- matching algorithm
- structural information
- causal models
- structural model
- causal discovery
- matching process
- sample size
- bayesian networks
- keypoints
- latent variables
- causal networks
- optimal allocation
- causal relations
- causal theories
- similarity measure
- multi armed bandits
- causal reasoning
- structural analysis
- feature matching
- hidden variables
- directed graph
- pattern matching
- em algorithm
- graphical models
- image registration
- upper bound
- probability distribution