Strong Taylor Schemes for Stochastic Volatility
Ito and Stratonovich Stochastic Calculus
Ito-Stratonovich drift conversion
Strong Numerical Schemes for SDE
Milstein scheme for commutative noise
Approximations of Volatility Models
General 2D Milstein scheme for stochastic volatility models
Approximations of the Double Integral
Subdivision (Kloeden - IC = 0)
Simulation of the Double Integral
Formulae derivation for Heston Volatility
Derivation of the 2D Milstein Scheme
In the Fourier method described above, we use uniform and normal independent random numbers (Q & Z) to calculate the samples of X and Y. However, if we assume the opposite, that Q and Z are functions of the original random numbers that create the Wiener process Wi:
(34)
and using exactly the same criteria of the Fourier Lévy formulae described above (page 16), we get a better approximation to calculate the probability for our double integral {24}:
(35)(36)(37)
Because the equation {35} can not be defined at some point, we replace it with the following:
(38)
where C1 is a constant to avoid having division or logarithm of zero or close to it.
The assumption {34} is strong, but as well the results in the simulations. The use of {37} to calculate the double integral gives us a better and more stable approximation for all time steps n than the simple Fourier formulae shown in {33}. Furthermore, if we use only Z1 or Z2 and/or the combination with other independent random numbers, the numerical results are never as good as using the original formulae {33}. All these strong conclusions convince us that {37} is the best combination and, therefore, is called the Exact Fourier Lévy formulae.
Prof. Klaus Schmitz

Strong Taylor Schemes for Stochastic Volatility
This method requires formulas that are not always easy or possible to find. In this document, we present the corresponding approximations for both Euler and Milstein schemes for the usual Geometric Brownian Motion and the stochastic volatility models. Also, we present five methods of how we can simulate the double integrals for the 2 dimensional Milstein approximation.
By Prof. Klaus Erich Schmitz Abe