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Special Semester on Stochastics with Emphasis on Finance
Linz, September 2008 - December 2008
Presentation: MDP Algorithms for Portfolio Optimization Problems in pure Jump Markets

Workshop: Optimization and Optimal Control

Time: Tue, October 21, 2008, 09:30-10:20

Speaker: Nicole Bäuerle

Abstract

We consider the problem of maximizing the expected utility of the terminal wealth of a portfolio in a continuous-time pure jump market with general utility function. This leads to an optimal control problem for Piecewise Deterministic Markov Processes. Using an embedding procedure we solve the problem by looking at a discrete-time contracting Markov Decision Process. Our aim is to show that this point of view has a number of advantages, in particular as far as computational aspects are concerned. We characterize the value function as the unique fixed point of the dynamic programming operator and prove the existence of optimal portfolios. Moreover, we show that value iteration as well as Howard's policy improvement algorithm work. Finally we give error bounds when the utility function is approximated and when we discretize the state space. A numerical example is presented and our approach is compared to the approximating Markov chain method.

Joint work with Ulrich Rieder.

Presentation slides (pdf, 218 KB)

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