DAGs with NO TEARS: Continuous Optimization for Structure Learning.
Xun ZhengBryon AragamPradeep RavikumarEric P. XingPublished in: NeurIPS (2018)
Keyphrases
- continuous optimization
- structure learning
- directed acyclic graph
- conditional independence
- graphical models
- bayesian networks
- belief networks
- optimization methods
- simulated annealing
- metaheuristic
- transfer learning
- causal models
- random variables
- markov logic networks
- optimization strategy
- parameter estimation
- sample size
- linear models
- network structure
- belief propagation
- markov networks
- search algorithm
- optimization algorithm
- probabilistic model
- training data
- image sequences
- equivalence classes
- supervised learning
- data mining
- learning algorithm