An introduction to the concepts, theory and applications of robust statistics, providing a comprehensive account of the infinitesimal approach and insight into the robustness properties of existing procedures. The book describes the effect of an outlier on virtually all classical statistical models and covers related notions such as the breakdown point and the change-of-variance functions.