Teaching

Classical vs. High-Dimensional Theory [PDF]

Concentration Bounds (Part I) [PDF]

Concentration Bounds (Part II) [PDF]

Restricted Nullspace Property [PDF]

Restricted Eigenvalue Condition [PDF]

Bounds on L2 Error [PDF]

Wishart Matrices and Their Behaviour [PDF]

Restricted Nullspace and Eigenvalues for Random Designs [PDF]

Lasso Oracle Inequality and Prediction Error Bounds [PDF]

Proof of Prediction Error Bounds and "Sparsistency" [PDF]

Subgradients, PDW, and Proof of "Sparsistency" [PDF]