Consistency of mechanistic causal discovery in continuous-time using Neural ODEs.
Alexis BellotKim BransonMihaela van der SchaarPublished in: CoRR (2021)
Keyphrases
- causal discovery
- causal models
- causal relationships
- bayesian networks
- causal structure
- discovery process
- directed acyclic graph
- network architecture
- ordinary differential equations
- markov chain
- conditional independence
- markov blanket
- neural network
- observational data
- databases
- knowledge discovery
- computational complexity
- support vector
- reinforcement learning
- causal relations
- machine learning