Statistics 625
Applied Bayesian Analysis
 
ANNOUNCEMENTS SYLLABUS SCHEDULE HOMEWORK COMPUTING


Date Topic Lecture Notes Code/Data Reading/
Homework
Week 1: Th 1/3 Bayesian Statistics: Overview slides (4) student.R
student.txt
    ---
Week 2: T 1/8 Summarizing Inferences by Simulation; Single-Parameter Models slides (2)
slides (4)
placenta.R 1.1-1.10
Th 1/10 Single-Parameter Models; Conjugate Distributions slides (2)
slides (4)
    --- 2.1-2.7
Week 3: T 1/15 Noninformative/Improper Prior Distributions; Shrinkage slides (2)
slides (4)
temperature.R
temperature.txt
2.8-2.9;
HW1 Due
Th 1/17 Multiparameter Models; Averaging over Nuissance Parameters slides (2)
slides (4)
election-polling.R 3.1-3.4
Week 4: T 1/22 Multiparameters Models; Hierarchical Modeling slides (2)
slides (4)
ticket_price.R
ticket_price.txt
3.5-3.7
Th 1/24 Hierarchical Modeling; Markov Chain Monte Carlo
slides (2)
slides (4)
schools.R
schools.txt
5.1-5.3;
HW2 Due
Week 5: T 1/29 Hierarchical Modeling; Markov Chain Monte Carlo slides (2)
slides (4)
    --- 10.1-10.3; 11.1-11.3
Th 1/31 Hierarchical Modeling; Markov Chain Monte Carlo slides (2)
slides (4)
mh-demo.R
mh-demo-plots.R
allergy.R
11.4-11.7
Week 6: T 2/5 Midterm Review slides (2)
slides (4)
    --- HW3 Due
Th 2/7 Midterm     ---     ---     ---
Week 7: T 2/12 Project Introduction; Hierarchical Linear Models slides (2)
slides (4)
air.R
air.txt
14.1-14.8
Th 2/14 Hierarchical Linear Models; Introduction to WinBUGS slides (2)
slides (4)
BUGS-Dye-Yields.zip 15.1-15.4
Week 8: T 2/19 Hierarchical Linear Models slides (2)
slides (4)
BUGS-Schools.zip 16.1-16.4;
Project Proposal Due
Th 2/21 Hierarchical Generalized Linear Models slides (2)
slides (4)
BUGS-Seeds.zip
BUGS-Salm.zip
16.5-16.6
Week 9: T 2/26 Model Checking/Comparison; Model Selection slides (2)
slides (4)
seeds_dic.R 21.1-21.2;
HW4 Due
Th 2/28 MCMC Convergence Diagnostics slides MCMCdiagnostics.zip 6.1-6.8
Week 10: T 3/4 Missing Data slides (2)
slides (4)
    --- 18.1-18.4
Th 3/6 Missing Data; Special Topics slides (2)
slides (4)
    ---     ---
Finals Week: T 3/11 Project Report Due (no later than 5pm)
Department of Statistics WINTER QUARTER 2008