Causal Discovery from Subsampled Time Series Data by Constraint Optimization.
Antti HyttinenSergey M. PlisMatti JärvisaloFrederick EberhardtDavid DanksPublished in: CoRR (2016)
Keyphrases
- constraint optimization
- causal discovery
- causal models
- causal relationships
- bayesian networks
- discovery process
- causal structure
- constraint satisfaction problems
- constraint programming
- directed acyclic graph
- branch and bound search
- constraint satisfaction
- conditional independence
- constraint networks
- search algorithm
- observational data
- np hard
- machine learning
- distributed search
- genetic algorithm