Embedding Stochastic Correlation into the Pricing of FX Quanto Options under Stochastic Volatility Models
- 1 Senior Quantitative Analyst in the Market Risk Quant Team, Danske Bank, Copenhagen, Denmark
Abstract
The aim of the paper is to incorporate a stochastic correlation structure when pricing quanto options under the assumption that both the underlying asset and the foreign exchange (FX) rate follow a stochastic volatility model. This is reached not only assuming that the correlation between the underlying asset and its variance process is stochastic (and the same between the exchange rate and its variance process), but also assuming a stochastic correlation between the underlying asset and the exchange rate. Under different stochastic correlation processes specifications, by approximating non-affine terms, we derive a closed-form approximation for the characteristic function of the underlying asset. Numerical experiments and comparison with Monte Carlo simulations are discussed. The analytical tractability of the formulas allows for fast pricing and calibration purposes.
- Teng, L., Ehrhardt, M. and Günther, M. (2018) Quanto Pricing in Stochastic Correlation Models. International Journal of Theoretical and Applied Finance, 21, Article ID: 1850038. https://doi.org/10.1142/S0219024918500383
- Teng, L., Ehrhardt, M. and Günther, M. (2016) On the Heston Model with Stochastic Correlation. International Journal of Theoretical and Applied Finance, 19, Article ID: 1650033. https://doi.org/10.1142/S0219024916500333
- Heston, S.L. (1993) A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options. The Review of Financial Studies, 6, 327-343.
- Cox, J.C., Ingersoll, J.E. and Ross, S.A. (1985) A Theory of the Term Structure of Interest Rates. Econometrica, 53, 385-407. https://doi.org/10.2307/1911242
- Grzelak, L.A. and Oosterlee, C.W. (2011) On the Heston Model with Stochastic Interest Rates. SIAM Journal on Financial Mathematics, 2, 255-286. https://doi.org/10.1137/090756119
- Van Emmerich, C. (2006) Modelling Correlation as a Stochastic Process. University of Wuppertal, Wuppertal.
- Van Emmerich, C. (2007) A Square Root Process for Modelling Correlation. University of Wuppertal, Wuppertal.
- Andersen, L. (2008) Simple and Efficient Simulation of the Heston Stochastic Volatility Model. Journal of Computational Finance, 11, 1-42. https://doi.org/10.21314/JCF.2008.189
- Lord, R., Koekkoek, R. and van Dijk, D. (2010) A Comparison of Biased Simulation Schemes for Stochastic Volatility Models. Quantitative Finance, 10, 177-194. https://doi.org/10.1080/14697680802392496