This book concerns testing hypotheses in non-parametric models.Generalizations of many non-parametric tests to the case ofcensored and truncated data are considered. Most of the testresults are proved and real applications are illustrated usingexamples. Theories and exercises are provided. The incorrect use ofmany tests applying most statistical software is highlighted anddiscussed.