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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
(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.
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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
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old exercises
videos: ANOVA
videos: ANOVA
read: ANOVA
read: assumptions
4. post-hoc tests
(R4.Rmd)
YTT4.Rmd
assignment
Tukey HSD calc disability
music
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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
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Stata randomization
videos: Two-way ANOVA
read: factorial ANOVA
6. experimental design
(R6.Rmd)
YTT6.Rmd
assignment
optimism
groceries
class experiment
experiment.Rmd
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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
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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
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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
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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
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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
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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
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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