Presents an introduction to mathematical statistics, including the classical subjects hypothesis testing, normal regression analysis, and normal analysis of variance. This book considers non-parametric statistics and vectorial statistics. It describes the applications of stochastic analysis in modern statistics like Kolmogorov-Smirnov testing.