DYNOTEARS: Structure Learning from Time-Series Data.
Roxana PamfilNisara SriwattanaworachaiShaan DesaiPhilip PilgerstorferPaul BeaumontKonstantinos GeorgatzisBryon AragamPublished in: CoRR (2020)
Keyphrases
- structure learning
- bayesian networks
- graphical models
- conditional independence
- transfer learning
- parameter learning
- network structure
- bayesian network classifiers
- parameter estimation
- markov logic networks
- markov networks
- bayesian network structure learning
- sample size
- structure learning algorithm
- high dimensional
- maximum likelihood estimation
- belief propagation
- probabilistic model
- data analysis
- directed acyclic graph
- conditional probabilities
- prior knowledge
- learning algorithm
- least squares
- conditional random fields
- random variables