In this course, we will introduce the fundamental theory and applications of nonparametric methods. The content of this course includes signed rank test and associated interval estimators, Wilcoxon's rank sum test and associated interval estimators, Ansari-Bradley test for dispersion, U statistics, Kruskal-Wallis test for one-way layout, nonparametric tests for two-way layout, test for independence (Kendall), nonparametric regression analysis, density estimation and survival analysis.

Nonparametric Statistical Methods, third edition, Myles Hollander, Douglas, A. Wolfe and
Eric Chicken