Semester: Spring 2020
Classroom: ECCR 105
Time: Tue/Thu 3:30-4:45pm
Instructor: Dr. Vanja Dukic
Instructor office Hours:
Tue/Thu 2:30-3:20pm, ECOT322
Main Website
Course Assistant: Ruyu Tan
CA office Hours (in help room ECCR 244):
Tuesdays 9am-10am,
Wednesdays 9am-10am,
Thusdays 11am-12pm,
Department of Applied Mathematics
University of Colorado-Boulder
Advanced Statistical Modeling
Schedule:
(RABE = "Regression Analysis by Example"; IGLM = "Introduction to Generalized Linear Models")
| Week | Topic | Reading Assignments | Notes | |
| Jan 13 | Overview and Introduction | Notes and RABE Chapter 1 | R code from lecture 2 | |
| Jan 20 | Simple Linear Regression (SLR) | Notes and RABE Chapter 2 | R code from lecture 4 | |
| Jan 27 | Multiple Linear Regression (MLR) | Notes and RABE Chapter 3 | Fuel data and code | |
| Feb 3 | Multiple Linear Regression (MLR) | RABE Chapter 3 | HW 1 due Tuesday in class | |
| Feb 10 | Model Diagnostics | RABE Chapter 4 | Fuel diagnostics code | |
| Feb 17 | Indicators, Seasonality, Confounding and Interactions | RABE Chapter 5 | HW 2 due Thursday in class | |
| Feb 24 | Transformations | RABE Chapters 6 and 7.1-7.4 | Wine data, and code; and Superviser code and Education Expenditure code | |
| Mar 2 | Autocorrelation and Time Series | RABE Chapter 8 | Testing/Simulations code | |
| Mar 9 | Collinearity and Variable Selection | RABE Chapter 9 and 11 | HW 3 due Thursday in class | |
| Mar 16 | Review/Exam | Midterm in class on Tuesday | ||
| Mar 23 | Spring Break | |
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| Mar 30 | Hierarchical Linear Models | Notes; IGLM Chapter 11, sections 1, 2, 3, and 5 | Midterms handed back in class on Tuesday. Final Project Assigned |
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| Apr 6 | Poisson regression | IGLM Chapter 9 | Poisson regression code for crabs and data and | |
| Apr 13 | Logistic regression | RABE Chapter 12; IGLM Chapters 7 and 8 | Logistic regression code
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| Apr 20 | Additional topics | HW 4 due Thursday
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| Apr 27 | Final projects and in-class presentations | Final project slides due via email to me by Tuesday (4/28) noon |
Full final project reports due via Canvas by midnight on Thursday (4/30) |