Textbook notes for OpenIntro Statistics - Fourth Edition - all credit goes to the original authors.
NOTE: These notes are not exhaustive; they do not cover every chapter/subchapter and some concepts were skipped.
1. Introduction to Data¶
2. Summarizing Data¶
3. Probability¶
- 3.1 Defining probability
- 3.2 Conditional probability
- 3.3 Sampling from a small population
- 3.4 Random variables
- 3.5 Permutations and Combinations
4. Distributions of Random Variables¶
- 4.1 Normal distribution
- 4.2 Geometric distribution
- 4.3 Binomial distribution
- 4.4 Negative binomial distribution
- 4.5 Poisson distribution
5. Foundations for Inference¶
- 5.1 Point estimates and sampling variability
- 5.2 Confidence intervals for a proportion
- 5.3 Hypothesis testing for a proportion
6. Inference for Categorical Data¶
- 6.1 Inference for a single proportion
- 6.2 Difference of two proportions
- 6.3 Testing for goodness of fit using chi-square method
- 6.4 Testing for independence in two-way tables
7. Inference for Numerical Data¶
- 7.1 One-sample means with the t-distribution
- 7.2 Paired data
- 7.3 Difference of two means
- 7.4 Power calculations for a difference of means
- 7.5 Comparing many means with ANOVA