Linear Models HW Schedule
ALSM refers to Applied Linear Statistical Models, 5th edition; Kutner, Nachtsheim, Neter, Li (out of print, you are likely to be able to find the pdf online)
An Introduction to Statistical Learning; James, Witten, Hastie, Tibshirani (http://www-bcf.usc.edu/~gareth/ISL/)
| Week of | R code / data | Topic | Chapter | Project Due | HW Due on Sakai,
Wednesday at noon |
| Jan 15 | R: SLR as pdf, SLR as Rnw, oldfaithful.csv, wineheart.csv | SLR | 1 (ALSM)
3.1 (ISLR) |
Syllabus Quiz
(due Monday Jan 22, on paper, in class) |
|
| Jan 22 | Inference | 2 (ALSM) | HW1 as pdf | ||
| Jan 29 |
|
Diagnostics | 3 (ALSM) | HW2 as pdf
|
|
| Feb 5 | Simultaneous Inference
Linear Algebra |
4 (ALSM)
5 (ALSM) |
Proj 1: Data | HW3 as pdf | |
| Feb 12 | R: MLR1 (model) as pdf | MLR | 6 (ALSM)
3.2 (ISLR) |
Proj 2: SLR
|
HW4 as pdf
|
| Feb 19 | not due! | Exam 1 Wednesday February 21 | |||
| Feb 26 | R: MLR2 (sums of squares) as pdf
|
MLR | 7 (ALSM) | HW5 as pdf
|
|
| March 5 | R: MLR4 (model build) as pdf
R: MLR resid & leverage |
Model Building
I & II |
9 (ALSM)
6.1 (ISLR) & 10 (ALSM) |
HW6 as pdf
|
|
| March 12 | Spring Break! | ||||
| March 19 | R: RR & LASSO as pdf | Shrinkage Models | 6.2 (ISLR) | HW7 as pdf | |
| March 26 | R: splines as pdf | Smoothing Splines | 7 (ISLR) | Proj 3: MLR
|
HW8 as pdf
(HW8 due Friday 3/28)
|
| April 2 | Kernel Smoothers | HW9 as pdf
(HW9 includes regression splines and loess: due Friday 4/6) |
|||
| April 9 |
Exam 2 Wednesday April 11 |
||||
| April 16 | R:
|
ANOVA / Factor Level Means | 16/17 (ALSM) | Warm-up 6 | |
| April 23 | R:
|
Two-Way ANOVA / Diagnostics | 19/18 (ALSM) | HW10 as pdf | |
| April 30 | Experimental Design | fun of ANOVA | 15 (ALSM) | Proj 4: Summary
(seniors only!)
|
Exam 3 Wednesday May 2 |
| Wednesday May 9 | Proj 4: Summary
|
due at 5pm | |||