CHANGE LANGUAGE | Home > Doc > Strong Taylor Schemes for Stochastic Volatility > Milstein scheme for commutative noise

Strong Taylor Schemes for Stochastic Volatility

Introduction

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)

Fourier Lévy formulae

Exact Fourier Lévy formulae

Real Variance formulae

Simulation of the Double Integral

Conclusions and Observations

Ornstein-Uhlenbeck Process

Formulae derivation for Heston Volatility

The fundamental solution

Derivation of the 2D Milstein Scheme

Numerical Data of the Double Integral

References

Books Related

Strong Taylor Schemes for Stochastic Volatility

Milstein scheme for commutative noise

Certain structural relationships between the noise coefficient vectors bj,j of an SDE that are known as commutative noise allow considerable simplifications to numerical schemes, in particular, the avoidance of the need to simulate multiple stochastic integrals. The {SDE-3} is said to have commutative noise (of the first kind) when:

for: i = 1, ..., N ; j1, j2 = 1, ..., M

Then the identities {11} for j1, j2 = 1, ..., M with j1 ≠ j2 can be used to simplify the Milstein scheme to give:

(12)

which is called the Milstein scheme for commutative noise.

Order 1.5 strong stochastic Taylor scheme

The i th component of the order 1.5 strong Taylor scheme for the Ito {SDE- 3} is given by:

(13)

for i = 1, ..., N, where I(j1,j2,j3);n is the multiple Ito integral:

with the special case:

Also

where the random variable

distributed and has covariance

Order 2.0 strong stochastic Taylor scheme

The order 2.0 strong Taylor scheme for the N-dimensional Stratonovich {SDE-5} with an M-dimensional Wiener process:

f or i = 1, ..., N ; j = 1, ..., M

is given by:

(14)

for i = 1, ..., N. The J(j1,j2);n, J(j1,j2,j3);n and J(j1,j2,j3,j4);n expressions here denote the corresponding Stratonovich integrals with respect to the components of the given Wiener process.

Prof. Klaus Schmitz

PerformanceTrading.it ed il suo contenuto sono di esclusiva proprietà degli autori. E' vietata la riproduzione anche parziale di qualsiasi parte del sito senza autorizzazione, compresa la grafica e il layout. Prima della consultazione del sito leggere il disclaimer nella sezione [info].