Dynamic hedging of foreign exchange risk using stochastic model predictive control

A risk management system for foreign exchange (FX) brokers is described. Stochastic model predictive control (SMPC) is used to reduce positions in foreign holdings over a receding horizon, while minimising a mean-variance cost function. Computation of the broker's position incorporates elements which model client flow, transaction costs, market impact, and exchange rate. Using both synthetic and historical data, the technique is shown to outperform two simple hedging strategies on a risk-cost Pareto frontier. Prediction of client and market behaviour are shown to further enhance the hedging outcome.

[1]  Alberto Bemporad,et al.  A stochastic model predictive control approach to dynamic option hedging with transaction costs , 2011, Proceedings of the 2011 American Control Conference.

[2]  James A. Primbs,et al.  Dynamic hedging of single and multi-dimensional options with transaction costs: a generalized utility maximization approach , 2008 .

[3]  James A. Primbs,et al.  Dynamic hedging of basket options under proportional transaction costs using receding horizon control , 2009, Int. J. Control.

[4]  A. Bemporad,et al.  Dynamic option hedging via stochastic model predictive control based on scenario simulation , 2014 .

[5]  Alberto Bemporad,et al.  Scenario-based stochastic model predictive control for dynamic option hedging , 2010, 49th IEEE Conference on Decision and Control (CDC).

[6]  Chris D'Souza,et al.  How Do Canadian Banks That Deal in Foreign Exchange Hedge Their Exposure to Risk , 2002 .

[7]  Mark P. Taylor,et al.  Commercially Available Order Flow Data and Exchange Rate Movements: "Caveat Emptor" , 2008 .

[8]  Richard K. Lyons,et al.  Profits and Position Control: A Week of FX Dealing , 1998 .

[9]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[10]  James A Primbs,et al.  LQR and receding horizon approaches to multi-dimensional option hedging under transaction costs , 2010, Proceedings of the 2010 American Control Conference.

[11]  Martin D.D. Evans,et al.  Forecasting Exchange Rate Fundamentals with Order Flow , 2009 .

[12]  Christian Ullrich Forecasting and Hedging in the Foreign Exchange Markets , 2009 .

[13]  Michael A. H. Dempster,et al.  Evolutionary reinforcement learning in FX order book and order flow analysis , 2003, 2003 IEEE International Conference on Computational Intelligence for Financial Engineering, 2003. Proceedings..

[14]  H.P. Geering,et al.  Model predictive control for portfolio selection , 2006, 2006 American Control Conference.

[15]  Jacek Gondzio,et al.  Hedging Options under Transaction Costs and Stochastic Volatility , 2003 .

[16]  Áron Gereben,et al.  Mnb Working Papers , 2022 .