Statistics 345
Statistical Models
Textbook
Stat2: Building Models for a World of Data
,
by Cannon, et al.,
W. H. Freeman, 2013
Resources
Book companion site, Macmillan learning
Examples in R, markdown files and videos for Stat2, Amherst College
Stat2Data, R package, CRAN
Unit A: Simple linear Regression
1. Simple Linear Regression
simple linear regression ... Porsche prices (
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pdf
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transformations ... doctors (
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transformations ... mammals (
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outliers ... Olympics (
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influential points ... ballot (
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2. Inference for Simple linear Regression
inference for simple linear regression ... Porsche prices (
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3. Multiple Regression
multiple linear regression ... NFL (
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comparing two regression lines ... jurors (
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comparing slopes ... kids (
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interaction ... perch (
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polynomial regression ... diamonds (
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correlated predictors ... houses (
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prediction ... clothing (
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4. Additional Topics in Regression
added variable plot ... houses (
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choosing predictors ... GPA (
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leverage ... ballots (
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unusual cases ... perch (
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coding categorical predictors ... car prices (
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permutation test ... GPA (
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bootstrap ... Porsche (
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Unit B: Analysis of Variance
5. One-Way ANOVA
comparing groups ... fruit flies (
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transformation ... diamonds (
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transformation ... cancer (
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unmet conditions ... hawks (
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Fisher's Least Significant Difference ... fruit flies (
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6. Multifactor ANOVA
comparing treatments ... fingers (
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transformation ... river iron (
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interaction ... pig feed (
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transformations ... ethanol (
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7. Additional Topics in Analysis of Variance
Levene's test for homogeneity of variances ... fruit flies (
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checking equality of variances ... cancer (
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checking equality of variances ... pig feed (
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multiple comparisons ... fruit flies (
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contrasts ... fruit flies (
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contrasts ... babies (
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Wilcoxon-Mann-Whitney ... hawks (
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Kruskal-Wallis ... cancer (
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ANOVA and regression with indicators ... fruit flies (
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two-way ANOVA for means as regression ... pig feed (
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multiple regression ... ants (
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analysis of covariance ... grocery (
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analysis of covariance ... pulse (
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8. Overview of Experimental Design
randomization F-test ... calcium (
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randomization F-test ... Milgram (
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Unit C: Logistic Regression
9. Logistic Regression
logistic regression model ... sleep (
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logistic regression model ... medical school (
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odds ratio ... migraines (
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odds ratio ... letrozole (
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odds ratio ... marriage (
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empirical logits ... migraines and marriages (
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quantitative predictor ... putts (
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10. Multiple Logistic Regression
multiple logistic regression ... CAFE (
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multiple logistic regression ... medical school (
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multiple logistic regression ... bird nests (
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11. Additional Topics in Logistic Regression
cparrish@sewanee.edu
