Sumários

Numerical Simulation, Mean-correcting Martingale measure, pricing of exotic options.

22 Outubro 2024, 09:30 João Guerra

Numerical simulation of stochastic volatility models. 

Simulating CIR and integrated CIR time change process. The stochastic volatility model simulation. 
The mean-correcting martingale measure - correcting the drift with m_new - for pricing options in exponential Lévy models. 
Pricing options in Lévy models by the Monte-Carlo method. 
Pricing exotic options by the Monte-Carlo method. Example with the up-ad-in Barrier option. 


Numerical Simulation of Lévy processes

16 Outubro 2024, 14:00 João Guerra

Numerical Simulation of Lévy processes: 

_General approximation by using Poisson processes 
_Replacing very small jumps by a small Brownian motion
Methods for simulating:
Gamma Process, Variance-Gamma Process, Inverse Gaussian Process, Normal Inverse Gaussian Process, the CIR Process. 


Team work discussion. Simulation of Lévy processes

15 Outubro 2024, 09:30 João Guerra

Team Work discussion. 

Introduction to the simulation of Lévy processes. 
Simulation of the Brownian motion and of the Poisson Process. 
Numerical approximation of a general Lévy process by a sum of a deterministic drift function, a Brownian motion and a sum of Poisson processes. Replacement of the very small jumps by a Brownian motion component in the approximation. 



Exercises. Lévy processes and martingales. Poisson random measures.

9 Outubro 2024, 14:00 João Guerra

Discussion of exercises on stable distributions, stable processes and Lévy measures. 

Lévy processes and martingales.
Cádlàg functions and processes. 
Definition of the jump process associated to a Lévy process.
The Poisson random measure. 
 


Subordinators

8 Outubro 2024, 09:30 João Guerra

Subordinators. Definition and examples. 

The Laplace exponent. Examples. 
Time change of Lévy processes using subordinators. Examples.
The Variance-Gamma process and the CGMY process.