Sumários

The Kolmogorov Equations. Exercises

3 Maio 2018, 10:00 João Guerra

The Kolmogorov Equations: the backward equation and the forward equation (the Fokker-Planck Equation). Examples. 

Discussion of exercises about the application of Feynman-Kac formulas. 


Solutions of SDE's, Diffusions, PDE's and Feynman-Kac formulas

30 Abril 2018, 10:00 João Guerra

Diffusions as Markov processes. 

The transition probabilities for diffusions. Examples. 

Parabolica PDE's, Diffusions as solutions of SDE's and the Feynman-Kac formulas for stochastic representation of the solutions of certain parabolic PDE's. Examples. 


Exercises

26 Abril 2018, 10:00 João Guerra

Exercises on applications of Itô formula and stochastic differential equations. 


Linear Stochastic Differential Equations. Numerical Methods

23 Abril 2018, 10:00 João Guerra

Linear stochastic differential equations. How to solve them using an integrating factor and process separation. 

Example. 

Numerical methods for stochastic differential equations: the Euler Scheme and the Millstein Scheme. 

Order of convergence of the schemes. 

Algorithms for simulating the numerical solutions of SDE's.

 


Existence and uniqueness theorem for SDE's

19 Abril 2018, 10:00 João Guerra

Existence and Uniqueness theorem for solutions of stochastic differential equations: proof using the fixed point theorem. 

Example of a deterministic differential equation which has a solution that "explodes" in finite time. 

Examples of functions which have linear growth and are Lipschitz and functions which are not.