Uncertainties are abundant in complex systems. Mathematical models for these
systems thus contain random effects or noises. The models are often in the form
of stochastic differential equations, with some parameters to be determined by
observations. The stochastic differential equations may be driven by Brownian
motion, fractional Brownian motion or L\'evy motion.