The Label Complexity of Active Learning from Observational Data.
Songbai YanKamalika ChaudhuriTara JavidiPublished in: CoRR (2019)
Keyphrases
- causal discovery
- observational data
- active learning
- causal models
- causal relationships
- causal structure
- directed acyclic graph
- label noise
- computational complexity
- causal bayesian networks
- causal effects
- supervised learning
- labeling effort
- worst case
- semi supervised
- np hardness
- knowledge discovery
- learning process
- real world