The aim of the book is to present in one volume the modern theory of measure and integration and a measure-theoretic treatment of probability theory. Intended as a text to be used at the graduate level, it is primarily designed for students of probability and statistics, but it is also useful to students of analysis who want a foundation in measure theory and an introduction to advanced probability theory.