From Measures to Itô Integrals (AIMS Library of Mathematical Sciences)
This concise introduction to the background theory of stochastic processes begins with a clear account of measure theory and leads up to the Itô formula and its basic applications in Black-Scholes theory. Ideal for beginning graduate students, this treatment is reasonably rigorous and includes carefully chosen exercises.