Causal Discovery from Subsampled Time Series Data by Constraint Optimization.
Antti HyttinenSergey M. PlisMatti JärvisaloFrederick EberhardtDavid DanksPublished in: Probabilistic Graphical Models (2016)
Keyphrases
- constraint optimization
- causal discovery
- causal models
- causal relationships
- discovery process
- constraint programming
- causal structure
- bayesian networks
- constraint satisfaction problems
- directed acyclic graph
- branch and bound search
- constraint satisfaction
- conditional independence
- constraint networks
- observational data
- data analysis
- databases
- search strategy
- data mining