m301.bradthiessen.com

General Information
Syllabus \| Student Learning Outcomes \| Data files (.csv)

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••• Unit #1 •••
R Lessons & Activities	Assignments	Online Tools	Data files (.csv)	Other examples	Readings	Videos
1. Comparing two means (R1.Rmd)	Your Turn Template #1 (delete .css line if you have Pandoc.exe error)	Download R \| Download RStudio \| DataCamp t-distribution calculator Bootstrap CI for mean differences Randomization applet		Summary Test bank	ThisIsStatistics.org R-bloggers
R2: Comparing 2 Variances (R2.Rmd)	Your Turn #2 Assignment #2	sampling distribution applet F distribution calculator #1, #2, and table	Hours studying Blood pressure studyhours	Old activity 2 Old assignment 2 Code.html \| Code.Rmd Sampling distributions	Chi-squared distribution Wikipedia: Chi-squared CI for variances F-distribution Comparing variances	Khan Youtube
R3: Comparing 2+ means by analyzing 2 variances (R3.Rmd)	Your Turn #3 Assignment #3	Fmax Table ANOVA Calculator (from summary data) ANOVA calculator (from raw data) Randomization-based ANOVA (MAD or F-statistic) Randomization-based ANOVA (using F-statistic)	ambiguous Recall Diet Disability antibiotics	Old activity 3 Old assignment 3 Code.html \| Code.Rmd Old exercises Summary	ANOVA Expected mean squares Formal model ANOVA assumptions	Khan Youtube
R4: Post-hoc tests (R4.Rmd)	Your Turn #4 Assignment #4	ANOVA calculator with Tukey's HSD	Disability Music	Old activity 4 Old unit #1 quiz Code.html \| Code.Rmd Old exercise solutions	Tukey HSD Scheffe Bonferroni Wikipedia: Bonferroni Examples of post hoc tests
R5: Factorial Designs (AxB ANOVA) (R5.Rmd)	Your Turn #5 Assignment #5		ToothGrowth cholesterol cholesterol1 cholesterol2	Old activity 5 Old assignment 5 Code.html \| Code.Rmd Randomization in Stata	Factorial ANOVA	Youtube
R6: Repeated Measures & other experimental designs (R6.Rmd)	Your Turn #6 Assignment #6		optimism groceries	Old activity 6 Old assignment 6 Code.html \| Code.Rmd Class experiment (.Rmd)	Within-subjects ANOVA Experimental design
Review for exam / project
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••• Unit #2 •••
Activities	Assignments	Online Tools	Data files (.csv)	R Code / Examples	Readings	Videos
R8: Association between categorical variables (R8.Rmd)	Your Turn #8 Assignment #8	Chi-squared distribution Goodness-of-fit (randomization) Test for independence (randomization) Chi-square and shuffle applet		Old activity 8 Chi-square test example Example R code Code.html \| Code.Rmd	Benford's Law Chi-square Test for independence Homogeneity Goodness-of-fit	Khan
R9: Association between continuous variables (R9.Rmd)	Your Turn #9 Assignment #9	Guess the correlation Correlation/Regression applet Bootstrap CI for correlation ANOVA for regression (randomization) Spurious correlations Correlation or causation	NFL Uniforms NFL (no team names) Galton Test data	Old activity 9 Code.html \| Code.Rmd	Correlation chapter Wikipedia Spearman's rho Nonparametric correlation Bootstrap/Randomization	Khan
10: Linear Regression (10.Rmd)	Your Turn #10 Regression exercises	ANOVA for regression (randomization) Regression and Randomization Bootstrap CI for slope Preview.desmos.com Interactive regression applet	actgpa beer cats violin prestige anscombe NBA	Old activity 10 Code.html \| Code.Rmd	Prediction Online Statbook What is linear regression? Regression example Derivation of least squares Ladder of powers Box-Cox transformations R Tutorial	Khan StatTrek Youtube
11: Multiple Regression & model selection (11.Rmd)	Assignment #11 (R code for assignment)	Automatic Statistician Multiple regression	prestige htwt GPAdata gambling birthweight cancer csat income wages counties eval	Old activity 11 Code.html \| Code.Rmd Auto Stat report Gambling example Income example State cancer example Smoking example csat example	Online Statbook Statsoft MR MTSU Multicollinearity Cross-validation Best subsets method Ridge regression \| Lasso Bias/Variance Trade-off Napoleonic Referees	Youtube
12: Polynomial, robust, quantile regression; ANOVA as regression (12.Rmd)	Assignment 12 (R code for assignment)	Preview.desmos.com Polynomial Reg tool Multiple polynomial	geiger hsb births SAUenroll crime	Old activity 12 Code.html \| Code.Rmd LOWESS animation Stata example Sports example	Quantile Regression Polynomial reg (Wikipedia) Robust (Wikipedia) Quantile (Wikipedia) Robust (Phil Ender) Bootstrapping \| Bootstrap #2
13: Generalized Linear Model logistic / Poisson regression (13.html) \| (13.Rmd)	Assignment 13 (R code for assignment)		admit retention11-13 retention14 toenail titanic medicare elephant absences	Old activity 12 Code.html \| Code.Rmd	Logistic regression chapter Generalized Linear Model GLM Chapter
14 Review for exam / project
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••• Unit #3 •••
Activities	Assignments	Online Tools	Data files (.csv)	R Code / Examples	Readings	Videos
15 MDS, NMDS, PCA		Hierarchical clustering calc	cognition	R code for MDS Simpsons example Other old examples	MDS in R MDS tutorial MDS - Wikipedia Practical Regression/ANOVA with R PCA PCA - Wikipedia PCA Tutorial Cluster analysis - Wikipedia Cluster analysis chapter *** ISL 6.3, 7.4-7.5, 8.1-8.2, 10.1-10.3
16 Project ideas & resources	reddit.com/r/statistics R-Bloggers Simply Statistics	Publishable Stuff (Bayesian 1st aid) The shape of data Statistical Modeling (Andrew Gelman) Engaging Market Research	RStudio Blog Visualizing Data Junk Charts Flowing Data	Intro to Stat. Learning Doing Bayesian Analysis Intro to Stat. Thought R for Multivariate Anlys	Undergrad Guide to R Using R for Intro Stats