Standard syllabus
Nonparametric statistics · Undergraduate · Statistics
Topics
One- and two-sample methods
- Sign test and Wilcoxon signed-rank test
- Wilcoxon rank-sum (Mann–Whitney) test
- Permutation tests: principles and examples
- Bootstrap hypothesis tests (introduction)
- Rank correlation: Spearman and Kendall
K-sample and related methods
- Kruskal–Wallis test
- Friedman test for repeated measures
- Kolmogorov–Smirnov tests
- Nonparametric regression: kernel smoothing (intro)
- Runs tests and goodness-of-fit (overview)
Density and smoothing
- Empirical distribution functions
- Kernel density estimation
- Bandwidth selection (introduction)
- Comparison to parametric alternatives
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