| 1/26 |
Review of Simple Stochastic and Deterministic Models.
Simple random sampling models with no response error.
Simple random sampling modles with response error.
Randomized block study with two treatments. |
Reading:
Introduction to SAS for Mixed Models (pp 1-6) and answer Discussion Questions (not to turn in). |
| Assignment: Assignment 1 Problems 1.1 and 1.2. ((Due 2/3:). |
Handouts:
Review: #1. Review of Biostat
Review: #2. Intro Matirix Alg
Lookat: Highlight #7. SRS
Lookat: Highlight #8 SRS w Resp Error |
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| 2/2 |
The three weeks will be devoted to analysis of problem sets. The problems include practical example of data where mixed models apply, and examples of problems for Randomized Blocks, Random Effects Models, Multi-factor treatment studies, and Repeated Measures problems.
Groups and Problem Assignments:
| 1 |
Boxun, Hong Zou, Lili Chen |
2.1, 2.4, 2.7, 2.10, 2.12, 2.15, 2.18 |
| 2 |
Shamil, Yunbin, Min Mo |
2.2, 2.5, 2.8,2.11, 2.13, 2.16, 2.19 |
| 3 |
Shuli, Guoshu, Hong Zhang |
2.3, 2.6, 2.9, 2.11, 2.14, 2.17, 2.18 |
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| Handouts: |
Reading: |
Assignment (Due Feb 24:): Assignment 2 .
Also, Review Solutions to Assignment 1. |
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| 2/9 |
In class meeting to discuss problems and results. |
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| 2/16 |
In class meeting to discuss problems and results. |
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| 2/23 |
Review of Assignment 1
Presenting Models for 2.1-2.3
Presenting Models for 2.4-2.6 |
Reading: Ware (1985)
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Assignment : Report on Models for 2.1-2.3 (Due 2/26/2009)
Assignment 3. Disussion questions on Ware (Due 3/3/2009)
Report on Models 2.4-2.6 (Due 3/3/2009) |
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| 3/2 |
Discussion of Ware (1985)
Presenting Models 2.1, and 2.4-2.6
Present Models and Reports for questions 2.8, 2.9.
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Reading: Robinson (1991) Statistical Science |
Assignment (Due )
March 8: Complete problems in groups for assignment on on 2/2/2009 (for problems 2-10 up to 2.19)
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| 3/9 |
Discussion of Problems 2.18-20.19
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Reading: see in Handouts, Document 11. Outline for Estimation of Fixed Effects in a Simple Mixed Model |
Assignment (Due )
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| 3/16 |
Spring Break
Read Robinson's Paper (see Reading) |
Reading:
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Assignment (Due )
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| 3/23 |
Prediction of a Realized Random Effect in a Simple Response Error Model
Quiz on Thursday- Develop a mixed model. |
Reading: see in Handouts, Highlight 7 (SRS+response Error), Document 15 (short version: Argentina2006-lec2-short.doc. SRS with Response Error) |
Assignment (Due ) 3/31/2009
Attend Poster Day, and write 1/2 page summary of 2 posters that use mixed models (or could use them).
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| 3/30 |
Models for two stage sampling- Bayesian Models
Estimation and Prediction in mixed models
Detailed Assignments:
Liklihood vs pdf- Hong Zhang
Simple Bayesian Analysis-Shamil Sadigov
Tierney Paper- Ali Uludag
Gelfand Paper- Shuli Yu
Description of MIVQUE(0)-Lily Chen
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Reading: see in Handouts, Highlight 7 (SRS+response Error), Document 15 (short version: Argentina2006-lec2-short.doc. SRS with Response Error) |
Assignment (Due4/2/2009): see Assignments
Assignment 5. Fit mixed model and Bayesian model to Total Cholesterol.
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| 4/6 |
More on Understanding Simple Bayesian Analysis: (3 sets of notes in Handouts) and Levine (#11 in Readings)
Prediction of realized random effects:
Document 16: Goldbergers development of the BLUP
Document 17: Goldbergers development in the context of a random effect model.
Document 25: Predicting the latent value of a sample subject measured with error. |
Reading: see in Handouts, #26, 27, 28 on Bayesian Examples. Also read Levine (see #11 in Readings) |
Assignment : readings
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| 4/13 |
Prediction of realized random effects:
Document 16: Goldbergers development of the BLUP
Document 17: Goldbergers development in the context of a random effect model.
Document 25: Predicting the latent value of a sample subject measured with error.
Pretest-Posttest and Simple Mixed Models
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| 4/20 |
Document 17: Goldbergers development in the context of a random effect model.
Document 25: Predicting the latent value of a sample subject measured with error.
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Reading: |
Assignment : Steps Project Report (Due 4/28)
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| 4/27 |
Auto-regression (document #22)
Yeast data talk. (see Resources for data)
Document 18 Pretest-Posttest and Simple Mixed Models
Pretest- Posttest Example on Physical Activity (see mm07p08.sas and mm07p09.sas) |
Reading: |
Assignment : Auto-regression with Steps pilot data.
Power with Yeast pilot data. (Due 5/5/2009)
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Pre-Post Test Analyses
Growth Curve Models ( Highlights 13-15) |
Reading: Pretest-Postets Paper (Stanek 1988), Handouts: Document #18 (c04ed10.doc).
Highlights 13-15. |
Assignment : Pretest-Posttest example (Due 5/7/2009).
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| 5/11 |
New Connections-
Final Exam Distribution (pdf, final2009.sas7bdat) DUE: Noon 5/18/2009
Course Evaluation |
Old Final Exam (data) |
