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 Blackâ€"Scholes theory. Ideal for beginning graduate students, this treatment is reasonably rigorous and includes carefully chosen exercises.