Schedule and Materials

An overview of the course program, topics, and associated materials

Day 1
Time Topic Course Material
10:00 - 11:00 Overview of function spaces and operator theory Lecture
11:15 - 13:00 FDA fundamentals Lecture
14:00 - 15:00 Functional data smoothing with R Code
Additional Materials Spatial Smoothing paper1 paper2
Day 2
Time Topic Course Material
10:00 - 13:00 Unsupervised learning: fPCA, clustering, registration Lecture
15:30 - 16:30 Functional unsupervised learning with R Code
Additional Materials Function for Landmark Registration Code
Additional Materials Smoothing Results for Growth Curves Workspace
Additional Materials Functional k-means Results for Growth Curves Workspace
Day 3
Time Topic Course Material
10:00 - 11:30 Supervised learning: functional regression Lecture
11:45 - 13:00 Functional regression with R Code