General Course Information |
| Syllabus | Outcomes | Homework Solutions | Data files (.csv) |
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Unit #1 |
Activities |
Assignments |
Online Tools |
Data files (.csv) |
R Code / Examples |
Readings |
Videos |
| First day of class |
Test bank
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Download R
Download RStudio
Check out Stata
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ThisIsStatistics.org
R-Bloggers
Simply Statistics
Intro to Statistical Learning
Bayesian First Aid
Doing Bayesian Analysis
Intro to Statistical Thought
R for Multivariate Analysis
Undergrad Guide to R
Using R for Intro Stats
Practical Regression/ANOVA with R
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| 2 Simulation & sampling distributions |
Comparing variances |
sampling distribution applet
probability distribution calculator
normal distribution calculator #1, #2
t-distribution calculator #1, #2, and table
chi-squared calculator #1, #2, and table
Confidence interval for standard deviation #1, #2
Bootstrap CI for mean, median, std. dev
F distribution calculator #1, #2, and table
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MAP-Works
Hours studying
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Code.html | Code.Rmd |
Chi-squared distribution
Wikipedia: Chi-squared
CI for variances
F-distribution
Comparing variances
|
Khan
Youtube
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| 3 ANOVA and randomization |
ANOVA assignment
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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
Music
antibiotics
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Code.html | Code.Rmd
Old exercises
Older exercises
Old randomization
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ANOVA
Expected mean squares
Formal model
ANOVA assumptions
Trouble with graphs
|
Khan |
| 4 A priori, post hoc tests |
Conduct Post-hoc tests
on an ANOVA we've completed
Unit #1 Quiz
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Post hoc example
ANOVA calculator with Tukey's HSD
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Disability
ToothGrowth |
Code.html | Code.Rmd
Old exercise solutions
Example (ACT scores) |
Tukey HSD
Scheffe
Bonferroni
Wikipedia: Bonferroni
Examples of post hoc tests
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| 5 AxB ANOVA, randomization |
AxB assignment |
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ToothGrowth
cholesterol
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Code.html | Code.Rmd
Randomization in Stata
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Factorial ANOVA
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| 6 Experimental Design |
Experimental Design assign. |
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optimism
groceries
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Code.html | Code.Rmd
Class experiment
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Within-subjects ANOVA
Experimental design
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| Review for exam / project |
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Unit #2 |
Activities |
Assignments |
Online Tools |
Data files (.csv) |
R Code / Examples |
Readings |
Videos |
| 8 Categorical analysis |
Chi-square historical
Exercises |
Goodness-of-fit (randomization)
Test for independence (randomization)
Chi-squared distribution
Chi-square and shuffle applet
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Sino Forest |
Code.html | Code.Rmd
Chi-square test example
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Benford's Law
Chi-square
Test for independence
Homogeneity
Goodness-of-fit
|
Khan |
| 9 Correlation |
Correlation exercises |
Guess the correlation
Correlation/Regression applet
Bootstrap CI for correlation
ANOVA for regression (randomization) |
NFL Uniforms
NFL (no team names)
Galton
Test data
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Code.html | Code.Rmd
Correlation/Causation
Twitter example
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Correlation chapter
Wikipedia
Spearman's rho
Nonparametric correlation
Bootstrap/Randomization
|
Khan |
10 Simple linear regression
Visualization
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1 assignment |
ANOVA for regression (randomization)
Regression and Randomization
Bootstrap CI for slope
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1 data |
Code.html | Code.Rmd
| Prediction
What is linear regression?
Stata concepts
Regression example
Derivation of least squares
R Tutorial
|
Khan
StatTrek
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| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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Unit #3 |
Activities |
Assignments |
Online Tools |
Data files (.csv) |
R Code / Examples |
Readings |
Videos |
| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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| 1 Activity |
1 assignment |
1 tool |
1 data |
1 code |
1 reading |
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