Statistical Methods
The contents so far are links to Wikipedia. More information will be added in the future.
1. Data
1.1. Statistical data type
1.2. Data analysis process
1.3. Random variable
1.4. Dependent and independent variable
1.5. Training and test sets
2. Probability
3. Statistical hypothesis testing
Book: Fundamentals of Biostatistics
3.1. T test
3.2. Nonparametric test
Nonparametric statistics: Wikipedia
Wilcoxon signed-rank test: Wikipedia
Wilcoxon signed-sum test: Wikipedia
3.3. Test for binomial proportions
3.4. Test for contingency table
Chi-square test: Wikipedia
Fisher's exact test: Wikipedia
Cochran–Mantel–Haenszel chi-squared test: Wikipedia
McNemar's test: Wikipedia
3.5. Analysis of variance
ANOVA: Wikipedia
One-way ANOVA: Wikipedia
Two-way ANOVA: Wikipedia
Kruskal–Wallis one-way analysis of variance: Wikipedia
Multiple comparison problem: Wikipedia
4. Linear regression
5. Logistic regression
6. Survival analysis
Book: Modeling survival data extending the Cox model
Survival analysis: Wikipedia
Kaplan–Meier estimator: Wikipedia
The Cox regression: Wikipedia
AFT model: Wikipedia
Log-rank test: Wikipedia