DYNOTEARS: Structure Learning from Time-Series Data.
Roxana PamfilNisara SriwattanaworachaiShaan DesaiPhilip PilgerstorferKonstantinos GeorgatzisPaul BeaumontBryon AragamPublished in: AISTATS (2020)
Keyphrases
- structure learning
- graphical models
- bayesian networks
- parameter learning
- conditional independence
- bayesian network structure learning
- parameter estimation
- bayesian network classifiers
- transfer learning
- markov logic networks
- network structure
- sample size
- markov networks
- markov blanket
- belief propagation
- high dimensional
- data mining
- random variables
- gene regulatory networks
- knowledge representation
- probability distribution
- machine learning