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The Skorokhod Embedding Problem and Model-Independent Bounds for Option Prices

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Part of the book series: Lecture Notes in Mathematics ((LNM,volume 2003))

Abstract

This set of lecture notes is concerned with the following pair of ideas and concepts:

  1. 1.

    The Skorokhod Embedding problem (SEP) is, given a stochastic process X=(X t ) t≥0 and a measure μ on the state space of X, to find a stopping time τ such that the stopped process X τ has law μ. Most often we take the process X to be Brownian motion, and μ to be a centred probability measure.

  2. 2.

    The standard approach for the pricing of financial options is to postulate a model and then to calculate the price of a contingent claim as the suitably discounted, risk-neutral expectation of the payoff under that model. In practice we can observe traded option prices, but know little or nothing about the model. Hence the question arises, if we know vanilla option prices, what can we infer about the underlying model?

If we know a single call price, then we can calibrate the volatility of the Black–Scholes model (but if we know the prices of more than one call then together they will typically be inconsistent with the Black–Scholes model). At the other extreme, if we know the prices of call options for all strikes and maturities, then we can find a unique martingale diffusion consistent with those prices. If we know call prices of all strikes for a single maturity, then we know the marginal distribution of the asset price, but there may be many martingales with the same marginal at a single fixed time. Any martingale with the given marginal is a candidate price process. On the other hand, after a time change it becomes a Brownian motion with a given distribution at a random time. Hence there is a 1–1 correspondence between candidate price processes which are consistent with observed prices, and solutions of the Skorokhod embedding problem. These notes are about this correspondence, and the idea that extremal solutions of the Skorokhod embedding problem lead to robust, model independent prices and hedges for exotic options.

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References

  1. Albin, J.M.P.: A continuous non-Brownian motion martingale with Brownian motion martingale distributions. Stat. Probab. Lett. 78(6), 682–686 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  2. Azéma, J., Yor, M.: Une solution simple au problème de Skorokhod, Séminaire de Probabilités, vol. XIII. Lecture Notes in Math., vol. 721, pp. 90–115. Springer, Berlin (1979)

    Google Scholar 

  3. Azéma, J., Yor, M.: Une solution simple au problème de Skorokhod, Séminaire de Probabilités, vol. XIII. Lecture Notes in Math., vol. 721, pp. 625–633. Springer, Berlin (1979)

    Google Scholar 

  4. Azéma, J., Gundy, R.F., Yor, M.: Sur l’intégrabilité uniforme des martingales continues, Séminaire de Probabilités, vol. XIV. Lecture Notes in Math., vol. 784, pp. 53–61. Springer, Berlin (1980)

    Google Scholar 

  5. Bass, R.F.: Skorokhod imbedding via stochastic integrals, Séminaire de Probabilités, vol. XVII. Lecture Notes in Math., vol. 986, pp. 221–224. Springer, Berlin (1983)

    Google Scholar 

  6. Bergman, Y.Z., Grundy, B.D., Wiener, Z.: General properties of option prices. J. Finance 51, 1573–1610 (1996)

    Article  Google Scholar 

  7. Bertoin, J., Le Jan, Y.: Representation of measures by balayage from a regular recurrent point. Ann. Probab. 20(1), 538–548 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  8. Breeden, D.T., Litzenberger, R.H.: Prices of state-contingent claims implicit in options prices. J. Business 51, 621–651 (1978)

    Article  Google Scholar 

  9. Brown, H., Hobson, D., Rogers, L.C.G.: Robust hedging of barrier options. Math. Finance 11(3), 285–314 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  10. Brown, H., Hobson, D., Rogers, L.C.G.: The maximum maximum of a martingale constrained by an intermediate law. Probab. Theor. Relat. Field. 119, 558–578 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  11. Bühler, H.: Expensive martingales. Quant. Finance 6, 207–218 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  12. Carr, P., Lee, R.: Hedging variance options on semi-martingales. Finance Stochast. 14(2), 179–208 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  13. Chacon, R.V., Walsh, J.B.: One-dimensional potential embedding, Séminaire de Probabilités, vol. X. Lecture Notes in Math., vol. 511, pp. 19–23. Springer, Berlin (1976)

    Google Scholar 

  14. Cousot, L.: Conditions on options prices for the absence of arbitrage and exact calibration. J. Bank. Finance 31(11), 3377–3397 (2007)

    Article  Google Scholar 

  15. Cox, A.M.G., Hobson, D.G.: An optimal embedding for diffusions. Stochast. Process. Appl. 111(1) 17–39 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  16. Cox, A.M.G., Hobson, D.G.: Local martingales, bubbles and options prices. Finance Stochast. 9, 477–492 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  17. Cox, A.M.G., Hobson, D.G.: Skorokhod embeddings, minimality and non-centred target distributions. Prob. Theor. Relat. Field. 135, 395–414 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  18. Cox, A.M.G., Oblój, J.: Robust hedging of double touch barrier options (2008, Preprint). arXiv:0808.4012

    Google Scholar 

  19. Cox, A.M.G., Oblój, J.: Robust pricing and hedging of double no-touch options. To appear in Finance Stochast. (2010). arXiv:0901.0674

    Google Scholar 

  20. Davis, M.H.A., Hobson, D.G.: The range of traded options prices. Math. Finance 17, 1–14 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  21. Dhaene, J., Denuit, M., Goovaerts, M.J., Kaas, R., Vyncke, D.: The concept of co-monotonicity in actuarial science and finance: Applications. Insur. Math. Econ. 31, 133–161 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  22. Dubins, L.E.: On a theorem of Skorohod. Ann. Math. Statist. 39, 2094–2097 (1968)

    Article  MathSciNet  MATH  Google Scholar 

  23. Dupire, B.: Pricing with a smile. Risk Mag. 7(1), 18–20 (1994)

    Google Scholar 

  24. Dupire, B.: Arbitrage bounds for volatility derivatives. Presentation at PDE and Mathematical Finance KTH, Stockholm (2005)

    Google Scholar 

  25. El Karoui, N., Jeanblanc, M., Shreve, S.E.: Robustness of the Black-Scholes formula. Math. Finance 8, 93–126 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  26. Figlewski, S.: Assessing the incremental value of option pricing theory relative to an informationally passive benchmark. J. Derivatives 10, 80–96 (2002)

    Article  Google Scholar 

  27. Föllmer, H., Schied, A.: Stochastic Finance: An Introduction in Discrete Time, 2nd edn. de Gruyter, Berlin (2002)

    Google Scholar 

  28. Gyöngy, I.: Mimicking the one-dimensional marginal distributions of processes having an Itô differential. Prob. Theor. Relat. Field. 71, 501–516 (1986)

    Article  MATH  Google Scholar 

  29. Hall, W.: On the Skorokhod embedding theorem, Technical Report 33. Department of Statistics, Stanford University (1968)

    Google Scholar 

  30. Hamza, K., Klebaner, F.C.: A family of non-Gaussian martingales with Gaussian marginals. J. Appl. Math. Stochast. Anal. 2007, 19 (2007); Article Id 92723

    Google Scholar 

  31. Hobson, D.G.: Robust hedging of the lookback option. Finance Stochast. 2(4), 329–347 (1998)

    Article  MATH  Google Scholar 

  32. Hobson, D.G.: The maximum maximum of a martingale, Séminaire de Probabilités, vol. XXXII. Lecture Notes in Math., vol. 1686, pp. 250–263. Springer, Berlin (1998)

    Google Scholar 

  33. Hobson, D.G.: Volatility misspecification, option pricing and super-replication via coupling. Ann. Appl. Probab. 8, 193–205 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  34. Hobson, D.G., Neuberger, A.: Robust bounds for Forward Start options. To appear in Math.Finance (2010)

    Google Scholar 

  35. Hobson, D.G., Pedersen, J.L.: The minimum maximum of a continuous martingale with given initial and terminal laws. Ann. Probab. 30(2), 978–999 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  36. Hobson, D.G., Lawrance, P., Wang, T.-H.: Static-arbitrage upper bounds for the prices of basket options. Quant. Finance 5, 329–342 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  37. Janson, S., Tysk, J.: Volatility time and properties of options prices. Ann. Appl. Probab. 13, 890–913 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  38. Kiefer, J.: Skorokhod imbedding of multivariate RV’s and the sample DF. Z. Wahrscheinlichkeitstheorie 24, 1–35 (1972)

    Article  MATH  Google Scholar 

  39. Krylov, N.V.: On the relation between differential operators of second order and the solutions of differential equations. In: Krylov, N.V., et al. (eds.) Steklov Seminar 1984, pp. 214–229. Inc. Publications Division, New York (1985)

    Google Scholar 

  40. Madan, D.B., Yor, M.: Making Markov martingales meet marginals: With explicit constructions. Bernoulli 8(4), 509–536 (2002)

    MathSciNet  MATH  Google Scholar 

  41. Meilijson, I.: Skorokhod’s problem – embeddings in Brownian motion. Notes from the 3rd Winter School of Probability, Chile (1983)

    Google Scholar 

  42. Monroe, I.: On embedding right continuous martingales in Brownian motion. Ann. Math. Statist. 43, 1293–1311 (1972)

    Article  MathSciNet  MATH  Google Scholar 

  43. Obłój, J.: The Skorokhod embedding problem and its offspring. Probab. Surv. 1, 321–390 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  44. Obłój, J., Yor, M.: An explicit Skorokhod embedding for the age of Brownian excursions and Azéma martingale. Stochast. Process. Appl. 110(1), 83–110 (2004)

    Article  MATH  Google Scholar 

  45. Oleszkiewicz, K.: On fake Brownian motions. Statist. Probab. Lett. 78, 1251–1254 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  46. Pedersen, J.L., Peskir, G.: The Azéma-Yor embedding in non-singular diffusions. Stochast. Process. Appl. 96(2), 305–312 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  47. Perkins, E.: The Cereteli-Davis solution to the H 1-embedding problem and an optimal embedding in Brownian motion. In: Seminar on Stochastic Processes, 1985 (Gainesville, Fla., 1985), pp. 172–223. Birkhäuser Boston, MA (1986)

    Google Scholar 

  48. Revuz, D., Yor, M.: Continuous Martingales and Brownian Motion, 3rd edn. Springer, Berlin (1999)

    MATH  Google Scholar 

  49. Rogers, L.C.G.: A guided tour through excursions. Bull. Lond. Math. Soc. 21(4), 305–341 (1989)

    Article  MATH  Google Scholar 

  50. Rogers, L.C.G., Williams, D.: Diffusions, Markov Processes and Martingales, vol. 2, Itô Calculus. CUP, Cambridge (2000)

    Google Scholar 

  51. Root, D.H.: The existence of certain stopping times on Brownian motion. Ann. Math. Statist. 40, 715–718 (1969)

    Article  MathSciNet  MATH  Google Scholar 

  52. Rost, H.: The stopping distributions of a Markov Process. Invent. Math. 14, 1–16 (1971)

    Article  MathSciNet  MATH  Google Scholar 

  53. Rost, H.: Skorokhod stopping times of minimal variance, Séminaire de Probabilités, vol. X, pp. 194–208. Lecture Notes in Math., vol. 511. Springer, Berlin (1976)

    Google Scholar 

  54. Skorokhod, A.V.: Studies in the Theory of Random Processes. Addison-Wesley, MA (1965)

    MATH  Google Scholar 

  55. Vallois, P.: Le problème de Skorokhod sur : une approche avec le temps local, Seminar on probability, vol. XVII. Lecture Notes in Math. vol. 986, pp. 227–239. Springer, Berlin (1983)

    Google Scholar 

  56. Vallois, P.: Quelques inégalités avec le temps local en zero du mouvement Brownien. Stochast. Process. Appl. 41(1), 117–155 (1992)

    Article  MathSciNet  MATH  Google Scholar 

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Hobson, D. (2011). The Skorokhod Embedding Problem and Model-Independent Bounds for Option Prices. In: Paris-Princeton Lectures on Mathematical Finance 2010. Lecture Notes in Mathematics, vol 2003. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-14660-2_4

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