Theory of Probability and Random Processes - Yakov G. Sinai - Bog

A one-year course in probability theory and the theory of random processes, taught at Princeton University to undergraduate and graduate students, forms the core of this book. It also includes the theory of stationary random processes, martingales, generalized random processes, and Brownian motion.