Estimating Heterogeneous Treatment Effects: Mutual Information Bounds and Learning Algorithms.
Xingzhuo GuoYuchen ZhangJianmin WangMingsheng LongPublished in: ICML (2023)
Keyphrases
- mutual information
- learning algorithm
- information theoretic
- image registration
- feature selection
- similarity measure
- machine learning algorithms
- medical image registration
- machine learning
- conditional mutual information
- training data
- lower bound
- linear threshold
- upper bound
- information gain
- back propagation
- average case
- upper and lower bounds
- worst case
- active learning
- lower and upper bounds
- learning models
- multimodal image registration
- mutual information maximization
- sample complexity
- supervised learning
- randomized algorithms
- medical treatment
- computer vision