STAT 587 (Engineering) slides/videos
Below are slides (.pdf), R code (.R) extracted from the code that generated the slides, and YouTube links to recorded videos.
Chapter slide set files
If the files are ever not available here, you can find them here.
Probability
All probability pdfs concatenated.
Topic | slides | code | videos |
Probability | R | Full | |
Discrete distributions | R | Discrete vs continuous random variables | |
Discrete random variables | |||
Bernoulli | |||
Binomial | |||
Poisson | |||
Continuous distributions | R | Continuous random variables | |
Uniform | |||
Normal | |||
Central limit theorem | R | Central Limit Theorem | |
Approximating normal distributions | |||
Astronomy example | |||
Multiple random variables | R | Multiple random variables |
Inference
All inference pdfs concatenated.
Regression
All regression pdfs concatenated.
Topic | slides | code | video |
Simple linear regression | R | Simple linear regression | |
R | Choosing explanatory variables | ||
R | Uncertainty and prediction intervals | ||
Regression diagnostics | R | Regression diagnostics in R} | |
Using logarithms in regression | R | Logarithms | |
an example | |||
Categorical explanatory variables | R | Binary variables | |
Categorical variables | |||
Multiple regression | R | Multiple Regression | |
Interactions | |||
Interpreting p-values | R | Interpreting p-values | |
ANOVA and F-tests | R | ANOVA | |
F-tests | |||
Contrasts | R | Contrasts | |
Potato Scab Example | |||
Experimental design | R | Completely Randomized Design | |
Randomized Complete Block Design | |||
Two-way ANOVA | R | Analysis of a Completely Randomized Design | |
Analysis of Unbalanced or Incomplete Designs | |||
Analysis for Optimality |
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Supplementary materials
Topic | slides | code |
Logistic regression | R | |
Poisson regression | R | |
Random effects | R |
Supplementary topics
Topic | Source | Handouts |
Data Management | Set01.Rnw | Set01.pdf |
Data | Set02.Rnw | Set02.pdf |
Model comparison | SetS04.Rnw | SetS04.pdf |
Random forests | SetS05.Rnw | SetS05.pdf |