Lectures related to Multivariate adaptive regression spline

Explores nonparametric regression using local polynomial estimation to balance data fidelity and smoothness.

Explores inference for stochastic processes, emphasizing large networks analysis and the need for new theories and methods.

Explores extremal limit theorems, return level estimation, clustering consequences, and modelling strategies for extreme value theory.

Explores binary classification by regression, decision functions, and various cost functions.