STAT 213: Statistical Modeling

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The following is a tentative schedule of what we will cover in class when. Check this space regularly for updates.
Readings listed should be completed by the start of class on the date indicated.

Last update: 12-08-17

Date Topics Readings Potential Quiz Problems HW Due (6pm)
T 2/2 Intros / What is a Model? / Review of Fundamental Concepts Ch. 0.1
Th 2/4 The Modeling Process Ch. 0.2
T 2/9 Simple Linear Regression Ch. 1.1-1.3 1.1-1.3, 1.6-1.7 0.12, 0.13, 0.19
Th 2/11 Transformations, Outliers and Influential Points Ch. 1.4-1.5 see 2/9 slides R packet I Exercises
T 2/16 Inference for Regression and Correlation Ch. 2.1-2.3, 4.5 R packet II Exercises
Th 2/18 Inference for Regression and Correlation II Ch. 2.1-2.3, 4.5 2.1-2.4, 2.8
T 2/23 Confidence and Prediction Intervals Ch. 2.4, 4.6 2.5, 2.6, see 2/18 slides 1.10, 1.12, 1.26, 2.14a, 2.34
Th 2/25 NO CLASS Simple Linear Regression Lab
T 3/1 The ANOVA model / Randomization and F-test Ch. 5.1-5.2, 8.2 5.1, 5.2, 5.6
Th 3/3 Multiple Comparisons Ch. 5.4, 7.2 5.5, 5.9 5.10, 5.14, 5.20, 5.22
T 3/8 Multiple Regression Ch. 3.1-3.2 3.4a, 3.4b, 3.6a, 3.6b ANOVA Lab
Th 3/10 Multiple Regression II Ch. 3.2
Sun 3/13 Project 1 (Due 9am)
T 3/15 EXAM 1 SLR and One-Way ANOVA
Th 3/17 Multiple Regression III Ch. 3.3
SPRING BREAK
T 3/29 Fitting Multiple Lines, Adjusted R-squared Ch. 3.4-3.5 3.6(c), 3.8(a-d), 3.10 3.2, 3.12, 3.14, 3.16
Th 3/31 Indicators, Interactions, Polynomial Regression Ch. 4.4, 7.5 4.12, 7.30 3.20, 3.30 (as a lab)
T 4/5 ANOVA as Regression With Indicators Ch. 4.4, 7.5 4.12, 7.30 3.32, 3.34, lab handout
Th 4/7 Model Selection Ch. 4.2, 3.6 see 4/5 slides lab handout(do by class time for discussion)
T 4/12 Cross-Validation 4.4, 4.6
Th 4/14 Multifactor ANOVA Ch. 6.1 6.2, 6.8(a,b,d) finish lab handout(by class time for discussion)
T 4/19 ANOVA Interactions Ch. 6.2-6.4 6.9,6.10,6.12,6.14 none
Th 4/21 EXAM 2 Multiple Regression, Multifactor ANOVA basic concepts
T 4/26 Interpreting Logistic Regression Coefficients Ch. 9.1,9.2 none none
Th 4/28 Assessment and Testing in Logistic Regression Ch. 9.3-9.4 9.2,9.6,9.8,9.10 6.22,6.24,6.28
T 5/3 Logistic Regression With Multiple Predictors Ch. 10.1-10.3 9.12,10.2,10.4 9.14,9.22,9.26
Th 5/5 More on Inference in Logistic Regression Ch. 10.4, 11.3 TBD none
F 5/6 PROJECT 3 DUE Project 3
W 5/11 Final Exam (2-4pm) mainly Chs. 6,9,10