An Experiment in Causal Structure Discovery. A Constraint Programming Approach.
Antoni LigezaPublished in: ISMIS (2017)
Keyphrases
- constraint programming
- causal structure
- causal discovery
- observational data
- causal models
- causal relationships
- discovery process
- combinatorial problems
- constraint satisfaction problems
- experimental data
- constraint propagation
- constraint satisfaction
- bayesian networks
- search strategies
- integer programming
- directed acyclic graph
- symmetry breaking
- global constraints
- causal relations
- causal graph
- constraint solving
- hard and soft constraints
- conditional independence
- constraint solver
- knowledge discovery
- finite domain
- data mining
- model selection
- orders of magnitude
- upper bound