Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models.
Matej ZecevicDevendra Singh DhamiAthresh KaranamSriraam NatarajanKristian KerstingPublished in: CoRR (2021)
Keyphrases
- causal inference
- probabilistic model
- sum product
- additive noise
- rare events
- abductive reasoning
- graphical models
- generative model
- nonmonotonic reasoning
- causal models
- message passing
- bayesian inference
- computational complexity
- conditional probabilities
- discrete data
- experimental data
- observational data
- np hard
- latent variables
- conditional random fields
- monte carlo