Causal Discovery by Continuous Optimization with Conditional Independence Constraint: Methodology and Performance.
Yewei XiaHao ZhangYixin RenJihong GuanShuigeng ZhouPublished in: ICDM (2023)
Keyphrases
- causal discovery
- conditional independence
- continuous optimization
- causal models
- bayesian networks
- random variables
- directed acyclic graph
- probability distribution
- graphical models
- optimization methods
- causal relationships
- structure learning
- metaheuristic
- markov blanket
- discovery process
- axiomatic characterization
- observational data
- simulated annealing
- optimization strategy
- semi supervised