Probability and Random Variables

The chapter discusses random variables and their probability distributions. Measure theory introduced in the second chapter naturally leads to the concept of probability and probability spaces. Random variables, their distributions, independence, etc., are discussed in general. Multivariate distributions, the independence of random variables, and functions of random variables are discussed. Finally, the chapter ends with a description of moment generating functions and characteristic functions, which are excellent tools in characterising probability distributions.