Low Rank Directed Acyclic Graphs and Causal Structure Learning.
Zhuangyan FangShengyu ZhuJiji ZhangYue LiuZhitang ChenYangbo HePublished in: CoRR (2020)
Keyphrases
- low rank
- directed acyclic graph
- structure learning
- conditional independence
- causal models
- causal reasoning
- graphical models
- random variables
- causal discovery
- linear combination
- missing data
- matrix factorization
- convex optimization
- bayesian networks
- markov blanket
- singular value decomposition
- directed graph
- high dimensional data
- semi supervised
- equivalence classes
- structural learning
- undirected graph
- gene regulatory networks
- higher order
- decision trees
- causal relationships
- parameter estimation
- low dimensional
- recommender systems
- image processing