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
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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)
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Finals Week:
T 3/11
Project Report Due (no later than 5pm)
Department of Statistics
WINTER QUARTER 2008