Stochastic Differential Equations

From ODEs to SDEs

Why random fluctuations are added to deterministic dynamics.

Drift and diffusion

Interpretation of the terms in dXₜ=a(Xₜ,t)dt+b(Xₜ,t)dWₜ.

Common SDE models

Brownian motion with drift, geometric Brownian motion and mean reversion.

Numerical simulation

Time discretisation and Euler–Maruyama.

SDEs in mathematical biology

Population and epidemic examples with stochastic trajectories.