Generalization Bounds for Estimating Causal Effects of Continuous Treatments.
Xin WangShengfei LyuXingyu WuTianhao WuHuanhuan ChenPublished in: NeurIPS (2022)
Keyphrases
- generalization bounds
- causal effects
- data dependent
- learning theory
- generalization ability
- ranking algorithm
- model selection
- causal relations
- statistical learning theory
- learning problems
- linear classifiers
- vc dimension
- causal relationships
- linear models
- ranking functions
- learning machines
- special case
- observational data
- machine learning
- data mining
- kernel machines
- upper bound
- decision making