Optimal Mean Reversion Trading with Transaction Costs and Stop-Loss Exit

Motivated by the industry practice of pairs trading, we study the optimal timing strategies for trading a mean-reverting price spread. An optimal double stopping problem is formulated to analyze the timing to start and subsequently liquidate the position subject to transaction costs. Modeling the price spread by an Ornstein–Uhlenbeck process, we apply a probabilistic methodology and rigorously derive the optimal price intervals for market entry and exit. As an extension, we incorporate a stop-loss constraint to limit the maximum loss. We show that the entry region is characterized by a bounded price interval that lies strictly above the stop-loss level. As for the exit timing, a higher stop-loss level always implies a lower optimal take-profit level. Both analytical and numerical results are provided to illustrate the dependence of timing strategies on model parameters such as transaction costs and stop-loss level.

[1]  Eric R. Ziegel,et al.  Analysis of Financial Time Series , 2002, Technometrics.

[2]  L. Rogers,et al.  Diffusions, Markov processes, and martingales , 1979 .

[3]  R. MacDonald,et al.  On the mean-reverting properties of target zone exchange rates: Some evidence from the ERM , 1998 .

[4]  Q. Zhang,et al.  Stochastic Optimization Methods for Buying-Low-and-Selling-High Strategies , 2009 .

[5]  W. P. Malcolm,et al.  Pairs trading , 2005 .

[6]  David Williams Diffusions, Markov Processes and Martingales: Volume 2, Ito Calculus , 2000 .

[7]  Wei Xiong,et al.  Overconfidence and Speculative Bubbles , 2003, Journal of Political Economy.

[8]  Qing Zhang,et al.  An optimal trading rule of a mean-reverting asset , 2010 .

[9]  James D. Hamilton Time Series Analysis , 1994 .

[10]  Mean reversion of industry stock returns in the U.S., 1926-1998 , 2004 .

[11]  Michael Sorensen,et al.  DIFFUSION MODELS FOR EXCHANGE RATES IN A TARGET ZONE , 2007 .

[12]  Ruey S. Tsay,et al.  Analysis of Financial Time Series , 2005 .

[13]  William N. Goetzmann,et al.  Pairs Trading: Performance of a Relative Value Arbitrage Rule , 1998 .

[14]  G. Vidyamurthy Pairs Trading: Quantitative Methods and Analysis , 2004 .

[15]  R. Priestley,et al.  Mean reversion in Southeast Asian stock markets , 1999 .

[16]  S. Taylor DIFFUSION PROCESSES AND THEIR SAMPLE PATHS , 1967 .

[17]  James D. Hamilton,et al.  Long Swings in the Exchange Rate: are They in the Data and Do Markets Know it? , 1989 .

[18]  Tim Leung,et al.  Optimal Derivative Liquidation Timing Under Path-Dependent Risk Penalties , 2014, 1502.00358.

[19]  M. Avellaneda,et al.  Statistical arbitrage in the US equities market , 2010 .

[20]  Eduardo S. Schwartz The stochastic behavior of commodity prices: Implications for valuation and hedging , 1997 .

[21]  Savas Dayanik,et al.  On the optimal stopping problem for one-dimensional diffusions , 2003 .

[22]  Fred Espen Benth,et al.  A Note on Merton's Portfolio Selection Problem for the Schwartz Mean-Reversion Model , 2005 .

[23]  C. Granger,et al.  Co-integration and error correction: representation, estimation and testing , 1987 .

[24]  Andreas Karathanasopoulos,et al.  Nonlinear Forecasting of the Gold Miner spread: an Application of Correlation filters , 2013, Intell. Syst. Account. Finance Manag..

[25]  A. Borodin,et al.  Handbook of Brownian Motion - Facts and Formulae , 1996 .

[26]  Qing Zhang,et al.  Trading a mean-reverting asset: Buy low and sell high , 2008, Autom..

[27]  Peng Liu,et al.  Risk Premia and Optimal Liquidation of Credit Derivatives , 2011, 1110.0220.

[28]  Jakub W. Jurek,et al.  Dynamic Portfolio Selection in Arbitrage , 2007 .

[29]  E. B. Dynkin,et al.  Markov processes; theorems and problems , 2013 .

[30]  Mihail Zervos,et al.  BUY‐LOW AND SELL‐HIGH INVESTMENT STRATEGIES , 2013 .

[31]  S. Aachen Stochastic Differential Equations An Introduction With Applications , 2016 .

[32]  Erik Ekström,et al.  Optimal Liquidation of a Pairs Trade , 2011 .

[33]  Raphael Yan,et al.  Dynamic Pairs Trading Using the Stochastic Control Approach , 2012 .

[34]  Savas Dayanik,et al.  Optimal Stopping of Linear Diffusions with Random Discounting , 2008, Math. Oper. Res..

[35]  R. Ignatius,et al.  Mean Reversion across National Stock Markets and Parametric Contrarian Investment Strategies , 2000 .

[36]  M. Sun,et al.  Nested variational inequalities and related optimal starting–stopping problems , 1992, Journal of Applied Probability.

[37]  J. Poterba,et al.  Mean Reversion in Stock Prices: Evidence and Implications , 1987 .

[38]  Ruey S. Tsay,et al.  Analysis of Financial Time Series: Tsay/Analysis of Financial Time Series , 2005 .

[39]  Alain Bensoussan,et al.  Applications of Variational Inequalities in Stochastic Control , 1982 .

[40]  J. L. Pedersen,et al.  Representations of the First Hitting Time Density of an Ornstein-Uhlenbeck Process , 2005 .

[41]  C. Ewald,et al.  Analytical Pairs Trading Under Different Assumptions on the Spread and Ratio Dynamics , 2010 .

[42]  Mei Choi Chiu,et al.  Dynamic Cointegrated Pairs Trading : Time-Consistent Mean-Variance Strategies , 2012 .

[43]  Giovanni Montana,et al.  Dynamic modeling of mean-reverting spreads for statistical arbitrage , 2008, Comput. Manag. Sci..