Score matching through the roof: linear, nonlinear, and latent variables causal discovery.
Francesco MontagnaPhilipp Michael FallerPatrick BlöbaumElke KirschbaumFrancesco LocatelloPublished in: CoRR (2024)
Keyphrases
- latent variables
- causal discovery
- causal relationships
- observational data
- causal models
- probabilistic model
- random variables
- gaussian process
- causal structure
- latent variable models
- observed variables
- conditional independence
- bayesian networks
- topic models
- prior knowledge
- structural equation models
- discovery process
- directed acyclic graph
- hidden variables
- approximate inference
- linear models
- causal effects
- structural svms
- generative model
- latent space
- probabilistic graphical models
- structured prediction
- closed form
- expectation maximization
- low dimensional
- decision trees
- data sets