A Critical Look At The Identifiability of Causal Effects with Deep Latent Variable Models.
Severi RissanenPekka MarttinenPublished in: CoRR (2021)
Keyphrases
- causal effects
- latent variable models
- latent variables
- observational data
- causal relationships
- causal relations
- causal bayesian networks
- linear models
- real valued
- hidden markov models
- causal discovery
- probabilistic model
- causal models
- prior knowledge
- gaussian process
- latent dirichlet allocation
- latent space
- learning problems