Foreign Exchange Derivative Pricing with Stochastic Correlation
- 1 Pan African University, Institute of Basic Science, Technology and Innovation, JKUAT, Nairobi, Kenya
- 2 School of Mathematics, University of Nairobi, Nairobi, Kenya
- 3 Department of Statistics, School of Mathematics, Jomo Kenyatta University of Agriculture and Technology, Nairobi, Kenya
Abstract
Financial markets are known to be far from deterministic but stochastic and hence time dependent correlation tends to suit the markets. We price for European Options by using three dimensional assets under stochastic correlation. The pricing equations under constant correlation and stochastic correlation are derived numerically by using finite difference method called the Crank Nicolson method. We compare the pricing equations when the correlation is stochastic and constant by using real data from emerging financial markets, that is, exchange rates data for Kenya as the domestic currency and South Africa as the foreign currency. Pricing equation for the European option with stochastic correlation performed better than that with constant correlation.
- Merton, R.C. (1973) Theory of Rational Option Pricing. The Bell Journal of Economics and Management Science, 4, 141-183. http://dx.doi.org/10.2307/3003143
- Samuelson, P.A. (1965) Proof that Properly Anticipated Prices Fluctuate Randomly. Industrial Management Review, 6, 41-49.
- Black, F. and Scholes, M. (1973) The Pricing of Options and Corporate Liabilities. The Journal of Political Economy, 81, 637-654. http://dx.doi.org/10.1086/260062
- Cox, J.C., Ingersoll, J., Jonathan, E. and Ross, S.A. (1985) The Pricing of Options and Corporate Liabilities. Econometrica, 53, 363-384. http://dx.doi.org/10.2307/1911241
- van Emmerich, C. (2006) Modelling Correlation as a Stochastic Process. Preprints, 6.
- van Emmerich, C. (2016) Modelling Stochastic Correlation. Journal of Mathematics in Industry, 6, 1-18.
- Alvarez, A., Escobar, M. and Olivares, P. (2011) Pricing Two Dimensional Derivatives under Stochastic Correlation. International Journal of Financial Markets and Derivatives, 6, 265-287. http://dx.doi.org/10.1504/IJFMD.2011.045598
- Ma, J. (2009) Pricing Foreign Equity Options with Stochastic Correlation and Volatility. Annals of Economics and Finance, 10, 303-327.
- Grabbe, J.O. (1983) The Pricing of Call and Put Options on Foreign Exchange. Journal of International Money and Finance, 2, 239-253. http://dx.doi.org/10.1016/S0261-5606(83)80002-3
- Teng, L., Ehrhardt, M. and Günther, M. (2014) The Dynamic Correlation Model and Its Application to the Heston Model. Preprints.
- Teng, L., Ehrhardt, M. and Günther, M. (2015) The Pricing of Quanto Options under Dynamic Correlation. Journal of Computational and Applied Mathematics, 275, 304-310. http://dx.doi.org/10.1016/j.cam.2014.07.017