Basic Stochastic Calculus & the Black-Scholes PDE

A quasi-formal definition of a Brownian Motion (BM)

An - valued stochastic process on a probability space is an n-dimensional Brownian motion when:

  • (not strictly necessary, but we can always shift the process to make it start at 0)
  • the functions are continuous for each (i.e., the paths are continuous)
  • for each with , the random variable is dependent of all for (i.e., the process has independent increments)
  • has a normal distribution with mean and covariance matrix where is the identity matrix