Spring 2018 Math 158 HW

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 Rnwoldfaithful.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

HW1 as Rnw

HW1 as Rmd

Jan 29  

 

Diagnostics 3 (ALSM)   HW2 as pdf

HW2 as Rnw

 

Warm-up 1

Feb 5   Simultaneous Inference

Linear Algebra

4 (ALSM)

 

5 (ALSM)

Proj 1: Data

grading rubric

HW3 as pdf

HW3 as Rnw

Feb 12 R: MLR1 (model) as pdf

MLR1 (model) as Rnw

MLR 6 (ALSM)

3.2 (ISLR)

Proj 2: SLR 

grading rubric

 

HW4 as pdf

HW4 as Rnw

 

Warm-up 2

Feb 19        not due!

HW as pdf

HW as Rnw

Exam 1 Wednesday February 21
Feb 26 R: MLR2 (sums of squares) as pdf

MLR2 (sums of squares) as Rnw

 

R: MLR3 (multico) as pdf

MLR3 (multico) as Rnw

MLR 7 (ALSM)   HW5 as pdf

HW5 as Rnw

 

 

Warm-up 3

March 5 R: MLR4 (model build) as pdf

MLR4 (model build) as Rnw

R: MLR resid & leverage

Model Building

I & II

9 (ALSM)

6.1 (ISLR)

& 10 (ALSM)

  HW6 as pdf

HW6 as Rnw

 

 

Warm-up 4

March 12  Spring Break!        
March 19 R: RR & LASSO as pdf

RR & LASSO as Rnw

Shrinkage Models 6.2 (ISLR)   HW7 as pdf

HW7 as Rnw

March 26 R: splines as pdf

splines as Rnw

Smoothing Splines 7 (ISLR)  Proj 3: MLR

grading rubric

 

HW8 as pdf

HW8 as Rnw 

(HW8 due Friday 3/28)

 

 

Warm-up 5

April 2   Kernel Smoothers     HW9 as pdf

HW9 as Rnw 

(HW9 includes regression splines and loess:  due Friday 4/6)

April 9          

Exam 2 Wednesday April 11

April 16 R:

One-way ANOVA Rnw

One-way ANOVA pdf

 

One-way ANOVA notation pdf

ANOVA / Factor Level Means 16/17 (ALSM)    Warm-up 6
April 23 R:

Two-way ANOVA Rnw

Two-way ANOVA pdf

 

Two-way ANOVA notation pdf

Two-Way ANOVA / Diagnostics 19/18 (ALSM)   HW10 as pdf

HW10 as Rnw 

April 30  Experimental Design fun of ANOVA   15 (ALSM) Proj 4: Summary

(seniors only!)

grading rubric

 

Exam 3 Wednesday May 2
Wednesday May 9       Proj 4: Summary

grading rubric

 

 due at 5pm