PubH 8401/STAT 8311 Linear Models Fall 2022 |
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Syllabus and Course Information
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Click on address to send email |
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Instructors: |
Dr. Xiaoou Li |
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Dr. Cavan Reilly |
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Teaching Assistant: |
Michael Anderson |
Office hours for Cavan: Monday 4-5 Room 359 2221 Univeristy Ave SE (University Office Plaza)
Office hours for the Michael: Tuesday 2:30-4:30 Mayo A554
Final exam: Monday Dec. 19 10:30-12:30. Students can bring 2 sheets of paper (front and back) with notes, otherwise, this is a closed book exam.
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Week |
Topics |
R Code |
Homework |
Reading |
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9 |
Inference for Linear Models: optimality of OLS and F-tests |
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Stat 8311 Notes Sections 6.1-6.3 |
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10 |
Inference for Linear Models: coordinate free hypotheses and parametric hypotheses |
Stat 8311 Notes Sections 6.4-6.8 Ansley CF, "Quick proofs of some regression theorems via the QR algorithm", The American Statistician, 1985, 39, 1. |
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11 |
Inference for Linear Models: coordinate free hypotheses and parametric hypotheses |
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Stat 8311 Notes Sections 6.4-6.8 |
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12 |
Inference for Linear Models: contrasts, power, confidence regions, and multiple hypothesis testing |
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Stat 8311 Notes Sections 6.9-6.13, 8.1 |
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13 |
Inference for Linear Models: simultaneous confidence intervals, 2-way ANOVA |
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Stat 8311 Notes Sections 8.1-8.2, 7.1-7.6 |
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14 |
2-way ANOVA, GLMs |
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McCullagh, P and Nelder, JA "Generalized Linear Models" Chapter 2 McCulloch, CE, Searle SR, and Neuhaus, JM "Generalized, Linear, and Mixed Models" Chapter 5 sections 5.1- 5.4 |
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15 |
More on GLMs |
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McCullagh, P and Nelder, JA "Generalized Linear Models" Chapter 3, 4, and 6 McCulloch, CE, Searle SR, and Neuhaus, JM "Generalized, Linear, and Mixed Models" Chapter 5 sections 5.5-5.6 |