In this program
- Lasso and elastic net
- Group lasso theory
- Restricted eigenvalue
- Compatibility conditions
- Oracle inequalities for Lasso
- False discovery rate control methods
- Covariance estimation in high dimensions
Regularized estimation
Covariance estimation in high dimensions
High-dimensional statistics · Theoretical / proof-based
Topic
Covariance estimation in high dimensions
Graduate High-dimensional statistics — outline derived from course README sections and typical US statistics syllabi (OpenIntro / standard OER where applicable).