DiBS: Differentiable Bayesian Structure Learning.
Lars LorchJonas RothfussBernhard SchölkopfAndreas KrausePublished in: NeurIPS (2021)
Keyphrases
- structure learning
- bayesian networks
- graphical models
- bayesian network structure learning
- conditional independence
- bayesian network structures
- parameter learning
- parameter estimation
- posterior probability
- bayesian network classifiers
- transfer learning
- probabilistic model
- markov logic networks
- objective function
- maximum likelihood
- structure learning algorithm
- markov blanket
- data sets
- markov networks
- conditional probabilities
- posterior distribution
- network structure
- higher order
- probability distribution
- random variables
- decision trees