The purpose of this book is to introduce the theory of U-Statistics and illustrate it with a wide range of timely applications arising in genetics, biomedical and psychological research. The most distinguishing feature includes the integration of the class U-Statistics theory with modern robust inference theory, such as the generalized estimating equations, to define a new inference paradigm that is a hybrid between these fields.