Title :
A Stochastic Reachability Approach to Portfolio Construction in Finance Industry
Author :
Pola, Giordano ; Pola, Gianni
Author_Institution :
Dept. of Electr. & Inf. Eng., Univ. of L´´Aquila, L´´Aquila, Italy
Abstract :
The approach to portfolio construction proposed in this paper is based on recent results on stochastic reachability. It is assumed that investors´ preferences are expressed in terms of target sets to be reached at each time period over a specified finite horizon. A portfolio is defined optimal if it maximizes the probability of its value to belong to the target sets. A case study drawn from the US market shows the interest and applicability of the approach. The optimal solution we obtain exhibits a contrarian attitude, whereby risky exposures are enhanced in case of negative performances and reduced in case of positive performances. A comparison with the constant proportion portfolio insurance method highlights advantages and drawbacks of the proposed approach.
Keywords :
investment; probability; reachability analysis; stochastic processes; US market; finance industry; portfolio construction; probability; stochastic reachability approach; Dynamic scheduling; Investments; Markov processes; Portfolios; Random variables; Resource management; Dynamic asset allocation; dynamic programming; optimal control; portfolio selection; stochastic reachability;
Journal_Title :
Control Systems Technology, IEEE Transactions on
DOI :
10.1109/TCST.2010.2103379