Spatial Statistics

Biostatistics 696/896

Author

Affiliation

Michele Peruzzi

University of Michigan

Welcome

0 Introductions

1 Types of spatial data

[Setting up R on Great Lakes]

[GC 1 Getting started] [GC 1 Example]

2 Quick review of preliminaries

3 Point-referenced spatial data (Source code)

4 Gaussian processes part 1 (Source code)

5 Gaussian processes part 2 (Source code)

6 Bayesian linear regression with GPs

7 Notes on computing (Adaptive MCMC Source code)

8 Low Rank GPs

9 Vecchia and DAG-based GPs

10 Areal data analysis (Source code)

Guest lecture: Lu Zhang

Guest lecture: Prof Baladandayuthapani’s group

Guest lecture: Bora Jin