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STAT 301: Statistical Modeling
bradthiessen.com
Activities Assignments Online Tools Data Examples Resources
0. syllabus SLOs Download R | RStudio
(SK) apps | (RC) apps		 all data files ThisIsStatistics.org
OpenIntro Textbooks
1. comparing two means
(R1.Rmd)		 YTT1.Rmd
Pandoc.exe?
delete .css line
No RMarkdown?
 (SK) Randomization app
(SK) Bootstrap CI app
(SK) t-distribution calculator
(RC) Randomization app
(RC) Theory-based inference
 Summary
Review ?s		 video: compare two means
video: paired means
2. comparing two variances
(R2.Rmd)		 YTT2.Rmd
assignment		 sampling distribution app
(SK) F-distribution
(old school) F-table		 Hours studying
Blood pressure
studyhours		 sampling dist.
old activity
old assignment
old code.html		 video: chi-square
videos: variance tests
read: chi-square
read: CI for variances
read: F-distribution
read: compare variances
3. compare 2+ means
(R3.Rmd)		 YTT3.Rmd
assignment		 sampling distribution app
(SK) Randomized ANOVA app
(RC) Randomized ANOVA / MAD
ANOVA calc (summary data)
ANOVA calc (raw data)
(old school) F-max table		 ambiguous
recall
diet
disability
antibiotics		 summary
old activity
old assignment
old code.html
old exercises		 videos: ANOVA
videos: ANOVA
read: ANOVA
read: assumptions
4. post-hoc tests
(R4.Rmd)		 YTT4.Rmd
assignment		 Tukey HSD calc disability
music		 old activity
old quiz
old code.html
old solutions		 video: Multiple Comps
read: Bonferroni
read: Tukey HSD
read: Scheffe
read: compare tests
5. factorial designs
(R5.Rmd)		 YTT5.Rmd
assignment		 ToothGrowth
cholesterol
cholesterol.1
cholesterol.2		 old activity
old assignment
old code.html
Stata randomization		 videos: Two-way ANOVA
read: factorial ANOVA
6. experimental design
(R6.Rmd)		 YTT6.Rmd
assignment		 optimism
groceries		 class experiment
experiment.Rmd
old activity
old assignment
old code.html		 read: within-subjects
read: experimental design
End of Unit #1
Activities Assignments Online Tools Data Examples Resources
8. categorical data
(R8.Rmd)		 YTT8.Rmd
assignment		 (SK) chi-square distribution
(SK) Randomized G-o-F
(SK) Randomized independence
(RC) chi-square shuffle		 example
example.R
old activity
old code.html		 videos: categorical
video: Khan
read: Benford's law
read: chi-square
read: independence test
read: G-o-F test
9. correlation
(R9.Rmd)		 YTT9.Rmd
assignment		 (SK) Bootstrap CI for r
(SK) Randomized regression
(RC) Correlation/Regression
Guess the correlation
Spurious correlations
correlation or causation		 NFL uniforms
NFL (no team names)
Galton
test data		 old activity
old code.html		 videos: correlation/regression
video: Khan
read: correlation chapter
read: Spearman's rho
read: nonparametric corr.
read: randomization-based
10. linear regression
(R10.Rmd)		 YTT10.Rmd
assignment		 (SK) Randomized regression
(SK) Bootstrap CI for slope
(RC) Randomized regression
Desmos
Regression applet		 ACTGPA
beer
cats
violin
prestige
anscombe
NBA		 old activity
older activity
old code.html		 videos: correlation/regression
videos: SLR
read: prediction
read: online statbook
read: linear regression?
read: least squares derivation
read: ladders of powers
read: Box-Cox
read: R tutorial
11. model selection
(R11.Rmd)		 assignment
(code.R)		 Multiple regression app prestige
htwt
GPAdata
gambling
birthweight
cancer
csat
income
wages
counties
eval		 gambling example
income example
state cancer example
smoking example
csat example
old activity
old code.html
 videos: correlation/regression
videos: MLR
read: StatSoft MR
read: online statbook
read: multicollinearity
read: cross-validation
read: best subsets
read: ridge regression
read: lasso
read: bais/variance
read: Napoleonic refs
12. polynomial, robust,
        quantile regression
(R12.Rmd)		 assignment
(code.R)		 Polynomial regression tool
Multiple polynomial		 geiger
hsb
births
SAUenroll
crime		 lowess animation
stata example
state cancer example
sports example
old activity
old code.html
 read: quantile regression
read: polynomial (Wikipedia)
read: robust (Wikipedia)
read: quantile (Wikipedia)
read: robust
read: bootstrap 1
read: bootstrap 2
read: bais/variance
read: Napoleonic refs
13. Generalized Linear Model
        logistic/Poisson regression
(R13.Rmd)		 assignment
(code.R)		 admit
retention11-13
retention14
toenail
titanic
medicare
elephant
absences		 old activity
old code.html
 videos: correlation/regression
read: Logistic chapter
read: GLM
read: GLM chapter
End of Unit #2
Activities Assignments Online Tools Data Examples Resources
15. multivariate stats Hierarchical clustering app cognition Simpsons example
code.R
old examples
 read: MDS in R | tutorial
read: PCA | tutorial
read: Cluster Analysis
16. Project ideas Intro to Statistical Learning
End of Unit #3