2018 Bayesian Small Area Estimation using Complex Data

Instructors:

• Sam Clark
• Zehang Richard Li
• Jon Wakefield

Lecture Material

DAY 1

• Introduction Lecture: pdf here
• Lecture 1: pdf here
• Lecture 2: pdf here
• Lecture 2: R script here
• Lecture 3A: here
• Lecture 3B: pdf here
• Lecture 3B: R script here
• Lecture 4A: pdf here
• Lecture 4B: pdf here
• Lecture 4B: R script here

DAY 2

• Lecture 5A: pdf here
• Lecture 5B: pdf here
• Lecture 5B: R script here
• Lecture 6A: pdf here
• Lecture 6B: pdf here
• Lecture 6B: R script here
• Lecture 7A: pdf here
• Lecture 7B: pdf here
• Lecture 7B: R script here
• Lecture 8A: pdf here
• Lecture 8B: pdf here
• Lecture 8B: R script here
• Lecture 9 (Additional R Material on Continuous Spatial Model): pdf here
• Lecture 9: R script here
• Lecture 9: Make_Figures.R script here
• Lecture 9: continuous_functions.R script here
• Lecture 9: plotFuns.R script here

Datasets

• simKing.rda here
• ct0913all.dta here
• HRA_2010Block_Clip.dbf here
• HRA_2010Block_Clip.shx here
• HRA_2010Block_Clip.shp here

Resources

• Hills, Plummer and Carstensen (2006) R Intro: here

Useful Links

• Instructors U5MR Website including link to SUMMER package
• Spatial R Packages Spatial Task View: Analysis of Spatial Data
• INLA Homepage: here

Daniel Simpson's INLA Spatial Course

• R-INLA: here
• Spatial: here
• LGCPs: here
• Grouped Models: here
• SPDEs: here

Useful Links

• Spatial R Packages Spatial Task View: Analysis of Spatial Data