Lecture notes. Written from the material of GTPB Psls20, licensed CC BY 4.0. Notes, not a transcript — reorganised and rewritten, carrying the same licence.
GTPB Psls20¶
42 chapters, written from the course's material.
Contents¶
- Statistics in the Scientific Method
- Population, Sample, and Random Variables
- Experimental Design and Randomization
- Describing and Relating Quantitative Data
- Data Exploration Case Studies
- The Logic of Statistical Inference
- The Two-Sample T-Test
- Hypothesis-Testing Case Studies
- Simple Linear Regression
- Linear Regression Case Studies
- One-Way ANOVA and Post-Hoc Tests
- ANOVA Case Studies
- Multiple Linear Regression
- Kruskal-Wallis Test for g Groups
- Wilcoxon-Mann-Whitney Rank Test
- Kruskal-Wallis Test for Groups
- Categorical Data Analysis
- One-Way ANOVA on Cuckoo Eggs
- ANOVA on the Lettuce Dataset
- ANOVA on the NHANES Dataset
- One-Way ANOVA Worked Example
- Breast Cancer Dataset
- Smelly Armpit Data Exploration
- Visualizing Paired Data
- Exploring the FEV Dataset
- The NHANES Dataset
- Exploring the Captopril Dataset
- Exploring the Fish Tank Dataset
- Checking t-test Assumptions
- One-Sample and Paired t-Tests
- Hypothesis Testing on the Cuckoo Data
- Hypothesis Testing: The Shrimps Dataset
- Kruskal-Wallis and Pairwise Wilcoxon Tests
- Linear Regression on Fish Survival
- Linear Regression on the FEV Dataset
- Confounding and Multiple Regression
- Multiple Regression and Confounding: FEV
- Fish Tank Multiple Regression
- KPNA2 Gene Expression Study
- Base R Cheat Sheet
- The R Markdown Workflow
- Statistics and Data Exploration Review
Sources¶
The book carries CC BY 4.0.
| Offering | Original | Commit | Licence |
|---|---|---|---|
| GTPB Psls20 | github.com/GTPB/PSLS20 | 55acd65 |
CC BY 4.0 |