Steele's book is a
sophisticated introduction to stochastic calculus with applications from basic
Black-Scholes theory. There are other financially oriented introductions to
stochastic calculus. What sets this one apart is its sophistication. Steele
assumes a strong working knowledge of measure theory and a passing familiarity
with function spaces. He delves into the theory of stochastic calculus more
deeply than more accessible books by Malliaris and Brock (1982),
Klebaner (1998) or Meyer (2001).
If you have the
math background to follow Steele, I highly recommend the book. His style is
wonderful, and concepts really build on one another. For example, in preliminary
discussions of discrete time martingales, he introduces the notion of martingale
transforms. Later, when he introduces stochastic integrals, he points out that
they are merely generalizations of martingale transforms.
The first nine
chapters introduce stochastic calculus, starting with random walks, proceeding
to continuous time processes, stochastic integrals, Ito's lemma and stochastic
differential equations. Next, two chapters turn to finance, introducing
arbitrage arguments, developing the Black-Scholes argument, defining diffusions,
presenting the Black-Scholes problem as a diffusion, and finding a solution.
The remaining four
chapters explore more advanced topics in stochastic calculus, illustrating them
with basic financial engineering applications. Topics include representation
theorems, Girsanov theory, and Feynman-Kac theory.
Contents
1. Random Walk and First Step Analysis
2. First Martingale Steps
3. Brownian Motion
4. Martingale--Next Steps
5. Richness of Paths
6. Ito Integration
7. Localization and Ito's Integral
8. Ito's Formula
9. Stochastic Differential Equations
10. Arbitrage and SDE's
11. The Diffusion Equation
12. Representation Theorems
13. Girsanov Theory
14. Arbitrage and Martingales
15. The Feynman-Kac Connection
The book is at the
level of Rogers and Williams (1994a,
1994b). It has the advantage of
focusing on concepts relevant to finance. Steele is more theoretical than the
similarly technical, but more practical Oksendal (2003). Steele is a challenging book, but it
offers one of the most elegant treatments of the subject that I know of.