Two Optimal Strategies for Active Learning of Causal Models from Interventions
Alain HauserPeter BühlmannPublished in: CoRR (2012)
Keyphrases
- causal models
- optimal strategy
- active learning
- decision problems
- conditional independence
- causal discovery
- causal inference
- causal relations
- causal relationships
- structural equation models
- structural model
- monte carlo
- learning strategies
- machine learning
- causal reasoning
- causal structure
- directed acyclic graph
- semi supervised
- tractable cases
- mathematical models
- learning algorithm
- expected utility
- causal graph
- diagnostic problem solving
- transfer learning
- training set
- class imbalance
- cost sensitive
- learning process
- data mining
- random variables