Mathematical Modeling in Finance with Stochastic Processes

(Ben Green) #1

6.3. PROPERTIES OF GEOMETRIC BROWNIAN MOTION 207


Outside Readings and Links:


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6.3 Properties of Geometric Brownian Mo-


tion


Rating


Mathematically Mature: may contain mathematics beyond calculus with
proofs.


Section Starter Question


For the ordinary differential equation


dx
dt

=rx x(0) =x 0

what is the rate of growth of the solution?


Key Concepts



  1. Geometric Brownian Motion is the continuous time stochastic process
    z 0 exp(μt+σW(t)) whereW(t) is standard Brownian Motion.

  2. The mean of Geometric Brownian Motion is


z 0 exp(μt+ (1/2)σ^2 t).


  1. The variance of Geometric Brownian Motion is


z^20 exp(2μt+σ^2 t)(exp(σ^2 t)−1).
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