Skip to main content
Erschienen in: Asia-Pacific Financial Markets 4/2016

18.04.2016

Speculative Futures Trading under Mean Reversion

verfasst von: Tim Leung, Jiao Li, Xin Li, Zheng Wang

Erschienen in: Asia-Pacific Financial Markets | Ausgabe 4/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper studies the problem of trading futures with transaction costs when the underlying spot price is mean-reverting. Specifically, we model the spot dynamics by the Ornstein–Uhlenbeck, Cox–Ingersoll–Ross, or exponential Ornstein–Uhlenbeck model. The futures term structure is derived and its connection to futures price dynamics is examined. For each futures contract, we describe the evolution of the roll yield, and compute explicitly the expected roll yield. For the futures trading problem, we incorporate the investor’s timing option to enter or exit the market, as well as a chooser option to long or short a futures upon entry. This leads us to formulate and solve the corresponding optimal double stopping problems to determine the optimal trading strategies. Numerical results are presented to illustrate the optimal entry and exit boundaries under different models. We find that the option to choose between a long or short position induces the investor to delay market entry, as compared to the case where the investor pre-commits to go either long or short.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
Statistics taken from Acworth (2015).
 
2
See p. 615 of Elton et al. (2009) for a discussion.
 
3
See Deconstructing Futures Returns: The Role of Roll Yield, Campbell White Paper Series, February 2014.
 
4
By taking a short futures position, the investor is required to sell the underlying spot at maturity at a pre-specified price. In contrast to the short sale of a stock, a short futures does not involve share borrowing or re-purchasing.
 
5
The spot price is positive, thus \(s\in \mathbb {R}_+\), under the CIR and XOU models.
 
6
For a detailed discussion on the projected SOR method, we refer to Wilmott et al. (1995).
 
Literatur
Zurück zum Zitat Acworth, W. (2015). 2014 FIA annual global futures and options volume: Gains in North America and Europe offset declines in Asia-Pacific. [Online; posted 09-March-2015]. Acworth, W. (2015). 2014 FIA annual global futures and options volume: Gains in North America and Europe offset declines in Asia-Pacific. [Online; posted 09-March-2015].
Zurück zum Zitat Bali, T. G., & Demirtas, K. O. (2008). Testing mean reversion in financial market volatility: Evidence from S&P 500 index futures. Journal of Futures Markets, 28(1), 1–33.CrossRef Bali, T. G., & Demirtas, K. O. (2008). Testing mean reversion in financial market volatility: Evidence from S&P 500 index futures. Journal of Futures Markets, 28(1), 1–33.CrossRef
Zurück zum Zitat Bessembinder, H., Coughenour, J. F., Seguin, P. J., & Smoller, M. M. (1995). Mean reversion in equilibrium asset prices: Evidence from the futures term structure. The Journal of Finance, 50(1), 361–375.CrossRef Bessembinder, H., Coughenour, J. F., Seguin, P. J., & Smoller, M. M. (1995). Mean reversion in equilibrium asset prices: Evidence from the futures term structure. The Journal of Finance, 50(1), 361–375.CrossRef
Zurück zum Zitat Brennan, M. J., & Schwartz, E. S. (1990). Arbitrage in stock index futures. Journal of Business, 63(1), S7–S31.CrossRef Brennan, M. J., & Schwartz, E. S. (1990). Arbitrage in stock index futures. Journal of Business, 63(1), S7–S31.CrossRef
Zurück zum Zitat Cartea, A., Jaimungal, S., & Penalva, J. (2015). Algorithmic and high-frequency trading. Cambridge: Cambridge University Press. Cartea, A., Jaimungal, S., & Penalva, J. (2015). Algorithmic and high-frequency trading. Cambridge: Cambridge University Press.
Zurück zum Zitat Casassus, J., & Collin-Dufresne, P. (2005). Stochastic convenience yield implied from commodity futures and interest rates. The Journal of Finance, 60(5), 2283–2331.CrossRef Casassus, J., & Collin-Dufresne, P. (2005). Stochastic convenience yield implied from commodity futures and interest rates. The Journal of Finance, 60(5), 2283–2331.CrossRef
Zurück zum Zitat Cox, J. C., Ingersoll, J., & Ross, S. A. (1981). The relation between forward prices and futures prices. Journal of Financial Economics, 9(4), 321–346.CrossRef Cox, J. C., Ingersoll, J., & Ross, S. A. (1981). The relation between forward prices and futures prices. Journal of Financial Economics, 9(4), 321–346.CrossRef
Zurück zum Zitat Dai, M., Zhong, Y., & Kwok, Y. K. (2011). Optimal arbitrage strategies on stock index futures under position limits. Journal of Futures Markets, 31(4), 394–406.CrossRef Dai, M., Zhong, Y., & Kwok, Y. K. (2011). Optimal arbitrage strategies on stock index futures under position limits. Journal of Futures Markets, 31(4), 394–406.CrossRef
Zurück zum Zitat Detemple, J., & Osakwe, C. (2000). The valuation of volatility options. European Finance Review, 4(1), 21–50.CrossRef Detemple, J., & Osakwe, C. (2000). The valuation of volatility options. European Finance Review, 4(1), 21–50.CrossRef
Zurück zum Zitat Elton, E. J., Gruber, M. J., Brown, S. J., & Goetzmann, W. N. (2009). Modern portfolio theory and investment analysis (8th ed.). New York: Wiley. Elton, E. J., Gruber, M. J., Brown, S. J., & Goetzmann, W. N. (2009). Modern portfolio theory and investment analysis (8th ed.). New York: Wiley.
Zurück zum Zitat Geman, H. (2007). Mean reversion versus random walk in oil and natural gas prices. In M. C. Fu, R. A. Jarrow, J.-Y. J. Yen, & R. J. Elliot (Eds.), Advances in mathematical finance, applied and numerical harmonic analysis (pp. 219–228). Boston: Birkhuser Boston. Geman, H. (2007). Mean reversion versus random walk in oil and natural gas prices. In M. C. Fu, R. A. Jarrow, J.-Y. J. Yen, & R. J. Elliot (Eds.), Advances in mathematical finance, applied and numerical harmonic analysis (pp. 219–228). Boston: Birkhuser Boston.
Zurück zum Zitat Gorton, G. B., Hayashi, F., & Rouwenhorst, K. G. (2013). The fundamentals of commodity futures returns. Review of Finance, 17(1), 35–105.CrossRef Gorton, G. B., Hayashi, F., & Rouwenhorst, K. G. (2013). The fundamentals of commodity futures returns. Review of Finance, 17(1), 35–105.CrossRef
Zurück zum Zitat Grübichler, A., & Longstaff, F. (1996). Valuing futures and options on volatility. Journal of Banking and Finance, 20(6), 985–1001.CrossRef Grübichler, A., & Longstaff, F. (1996). Valuing futures and options on volatility. Journal of Banking and Finance, 20(6), 985–1001.CrossRef
Zurück zum Zitat Irwin, S. H., Zulauf, C. R., & Jackson, T. E. (1996). Monte Carlo analysis of mean reversion in commodity futures prices. American Journal of Agricultural Economics, 78(2), 387–399.CrossRef Irwin, S. H., Zulauf, C. R., & Jackson, T. E. (1996). Monte Carlo analysis of mean reversion in commodity futures prices. American Journal of Agricultural Economics, 78(2), 387–399.CrossRef
Zurück zum Zitat Leung, T., & Li, X. (2015). Optimal mean reversion trading with transaction costs and stop-loss exit. International Journal of Theoretical & Applied Finance, 18(3), 15500.CrossRef Leung, T., & Li, X. (2015). Optimal mean reversion trading with transaction costs and stop-loss exit. International Journal of Theoretical & Applied Finance, 18(3), 15500.CrossRef
Zurück zum Zitat Leung, T., Li, X., & Wang, Z. (2014). Optimal starting–stopping and switching of a CIR process with fixed costs. Risk and Decision Analysis, 5(2), 149–161. Leung, T., Li, X., & Wang, Z. (2014). Optimal starting–stopping and switching of a CIR process with fixed costs. Risk and Decision Analysis, 5(2), 149–161.
Zurück zum Zitat Leung, T., Li, X., & Wang, Z. (2015). Optimal multiple trading times under the exponential OU model with transaction costs. Stochastic Models, 31(4), 554–587.CrossRef Leung, T., Li, X., & Wang, Z. (2015). Optimal multiple trading times under the exponential OU model with transaction costs. Stochastic Models, 31(4), 554–587.CrossRef
Zurück zum Zitat Leung, T., & Liu, P. (2012). Risk premia and optimal liquidation of credit derivatives. International Journal of Theoretical & Applied Finance, 15(8), 1250059.CrossRef Leung, T., & Liu, P. (2012). Risk premia and optimal liquidation of credit derivatives. International Journal of Theoretical & Applied Finance, 15(8), 1250059.CrossRef
Zurück zum Zitat Leung, T., & Shirai, Y. (2015). Optimal derivative liquidation timing under path-dependent risk penalties. Journal of Financial Engineering, 2(1), 1550004.CrossRef Leung, T., & Shirai, Y. (2015). Optimal derivative liquidation timing under path-dependent risk penalties. Journal of Financial Engineering, 2(1), 1550004.CrossRef
Zurück zum Zitat Lu, Z., & Zhu, Y. (2009). Volatility components: The term structure dynamics of VIX futures. Journal of Futures Markets, 30(3), 230–256. Lu, Z., & Zhu, Y. (2009). Volatility components: The term structure dynamics of VIX futures. Journal of Futures Markets, 30(3), 230–256.
Zurück zum Zitat Mencía, J., & Sentana, E. (2013). Valuation of VIX derivatives. Journal of Financial Economics, 108(2), 367–391.CrossRef Mencía, J., & Sentana, E. (2013). Valuation of VIX derivatives. Journal of Financial Economics, 108(2), 367–391.CrossRef
Zurück zum Zitat Monoyios, M., & Sarno, L. (2002). Mean reversion in stock index futures markets: A nonlinear analysis. The Journal of Futures Markets, 22(4), 285–314.CrossRef Monoyios, M., & Sarno, L. (2002). Mean reversion in stock index futures markets: A nonlinear analysis. The Journal of Futures Markets, 22(4), 285–314.CrossRef
Zurück zum Zitat Moskowitz, T. J., Ooi, Y. H., & Pedersen, L. H. (2012). Time series momentum. Journal of Financial Economics, 104(2), 228–250.CrossRef Moskowitz, T. J., Ooi, Y. H., & Pedersen, L. H. (2012). Time series momentum. Journal of Financial Economics, 104(2), 228–250.CrossRef
Zurück zum Zitat Ribeiro, D. R. & Hodges, S. D. (2004). A two-factor model for commodity prices and futures valuation. EFMA 2004 Basel Meetings Paper. Ribeiro, D. R. & Hodges, S. D. (2004). A two-factor model for commodity prices and futures valuation. EFMA 2004 Basel Meetings Paper.
Zurück zum Zitat Schwartz, E. (1997). The stochastic behavior of commodity prices: Implications for valuation and hedging. The Journal of Finance, 52(3), 923–973.CrossRef Schwartz, E. (1997). The stochastic behavior of commodity prices: Implications for valuation and hedging. The Journal of Finance, 52(3), 923–973.CrossRef
Zurück zum Zitat Wang, Z., & Daigler, R. T. (2011). The performance of VIX option pricing models: Empirical evidence beyond simulation. Journal of Futures Markets, 31(3), 251–281.CrossRef Wang, Z., & Daigler, R. T. (2011). The performance of VIX option pricing models: Empirical evidence beyond simulation. Journal of Futures Markets, 31(3), 251–281.CrossRef
Zurück zum Zitat Wilmott, P., Howison, S., & Dewynne, J. (1995). The mathematics of financial derivatives: A student introduction (1st ed.). Cambridge: Cambridge University Press.CrossRef Wilmott, P., Howison, S., & Dewynne, J. (1995). The mathematics of financial derivatives: A student introduction (1st ed.). Cambridge: Cambridge University Press.CrossRef
Zurück zum Zitat Zhang, J. E., & Zhu, Y. (2006). VIX futures. Journal of Futures Markets, 26(6), 521–531.CrossRef Zhang, J. E., & Zhu, Y. (2006). VIX futures. Journal of Futures Markets, 26(6), 521–531.CrossRef
Zurück zum Zitat Zhu, S.-P., & Lian, G.-H. (2012). An analytical formula for VIX futures and its applications. Journal of Futures Markets, 32(2), 166–190.CrossRef Zhu, S.-P., & Lian, G.-H. (2012). An analytical formula for VIX futures and its applications. Journal of Futures Markets, 32(2), 166–190.CrossRef
Metadaten
Titel
Speculative Futures Trading under Mean Reversion
verfasst von
Tim Leung
Jiao Li
Xin Li
Zheng Wang
Publikationsdatum
18.04.2016
Verlag
Springer Japan
Erschienen in
Asia-Pacific Financial Markets / Ausgabe 4/2016
Print ISSN: 1387-2834
Elektronische ISSN: 1573-6946
DOI
https://doi.org/10.1007/s10690-016-9215-9