Dual control Monte-Carlo method for tight bounds of value function under Heston stochastic volatility model
Jingtang Ma,
Wenyuan Li and
Harry Zheng
European Journal of Operational Research, 2020, vol. 280, issue 2, 428-440
Abstract:
The aim of this paper is to study the fast computation of the lower and upper bounds on the value function for utility maximization under the Heston stochastic volatility model with general utility functions. It is well known there is a closed form solution to the HJB equation for power utility due to its homothetic property. It is not possible to get closed form solution for general utilities and there is little literature on the numerical scheme to solve the HJB equation for the Heston model. In this paper we propose an efficient dual control Monte-Carlo method for computing tight lower and upper bounds of the value function. We identify a particular form of the dual control which leads to the closed form upper bound for a class of utility functions, including power, non-HARA and Yaari utilities. Finally, we perform some numerical tests to see the efficiency, accuracy, and robustness of the method. The numerical results support strongly our proposed scheme.
Keywords: Utility maximization; Heston stochastic volatility model; Dual control Monte-Carlo method; Tight lower and upper bounds; Non-HARA and Yaari utilities, (search for similar items in EconPapers)
Date: 2020
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Citations: View citations in EconPapers (8)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:ejores:v:280:y:2020:i:2:p:428-440
DOI: 10.1016/j.ejor.2019.07.041
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