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On the Price of Risk of the Underlying Markov Chain in a Regime-Switching Exponential Lévy Model

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Abstract

Regime-switching models (RSM) have been recently used in the literature as alternatives to the Black-Scholes model. Several authors favor RSM as being more realistic since, by construction, they model those exogenous macroeconomic cycles against which asset prices evolve. In the context of derivatives pricing, these models lead to incomplete markets and therefore there exist multiple Equivalent Martingale Measures (EMM) yielding different pricing rules. A fair amount of literature (Buffington and Elliott, Int J Theor Appl Finance 40:267–282, 2002; Elliott et al., Ann Finance 1(4):23–432, 2005) focuses on conveniently choosing a family of EMM leading to closed-form formulas for option prices. These studies often make the assumption that the risk associated with the Markov chain is not priced. Recently, Siu and Yang (Acta Math Appl Sin Engl Ser 25(3):339–388, 2009), proposed an EMM kernel that takes into account all risk components of a regime-switching Black-Scholes model. In this paper, we extend the results and observations made in Siu and Yang (Acta Math Appl Sin Engl Ser 25(3):339–388, 2009) in order to include more general Lévy regime-switching models that allow us to assess the influence of jumps on the price of risk. In particular, numerical results are given for Regime-switching Jump-Diffusion and Variance-Gamma models. Also, we carry out a comparative analysis of the resulting option price formulas with existing regime-switching models such as Naik (J Financ 48:1969–1984, 1993) and Boyle and Draviam (Insur Math Econ 40:267–282, 2007).

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References

  • Aggoun L, Elliott RJ (2004) Measure theory and filtering: introduction with applications. Cambridge series in statistical and probabilistic mathematics, Cambridge University Press

  • Asmussen S (2003) Applied probability and queues, 2nd edn. Springer, New York

  • Ballotta L (2005) A Lévy process-based framework for the fair valuation of participating life insurance contracts. Insur Math Econ 37(2):173–196

    Article  MathSciNet  MATH  Google Scholar 

  • Ben Salah Z, Momeya R (2011) The minimal entropy martinagale measure (MEMM) for a Markov-exponential Lévy model. Asia Pacific Financial markets. doi:10.1007/s10690-011-9142-8

  • Bollen NPB (1998) Valuing options in regime-switching models. J Deriv 6:38–49

    Article  Google Scholar 

  • Boyle P, Draviam T (2007) Pricing exotic options under regime switching. Insur Math Econ 40:267– 282

    Article  MathSciNet  MATH  Google Scholar 

  • Buffington J, Elliott RJ (2002) American options with regime switching. Int J Theor Appl Financ 5:497–514

    Article  MathSciNet  MATH  Google Scholar 

  • Bühlmann H, Delbaean F, Embrechs P (1996) No-arbitrage, change of measure and conditional esscher transforms. CWI Q 9(4):291–317

    MathSciNet  Google Scholar 

  • Chan T (1999) Pricing contingent claims on stocks driven by Lévy processes. Ann Appl Probab 9(2):504–528

    Article  MathSciNet  MATH  Google Scholar 

  • Chourdakis K (2005) Regime Lévy models in continuous time: finite distributions and option pricing. Working Paper, pp 39

  • Çinlar E (1972a) Markov additive processes: I. Wahrscheinlichkeitstheorie u. Verw Geb 24(2):85–93

    Article  MATH  Google Scholar 

  • Çinlar E (1972b) Markov additive processes: II. Wahrscheinlichkeitstheorie u. Verw Geb 24(2):95–121

    Article  MATH  Google Scholar 

  • Elliott RJ (1993) New finite-dimensional filters and smoothers for noisily observed markov chains. IEEE Trans Inf Theory 39(1):265–271

    Article  MathSciNet  MATH  Google Scholar 

  • Elliott RJ, Chan L, Siu TK (2005) Option pricing and esscher transform under regime switching. Ann Financ 1(4):23–432

    Article  MATH  Google Scholar 

  • Elliott RJ, Osakwe CJ (2006) Option Pricing for pure jump processes with Markov switching compensators. Financ Stochast 10:250–275

    Article  MathSciNet  MATH  Google Scholar 

  • Elliott RJ, Royal AJ (2007) Asset prices with regime switching variance gamma dynamics. In: Bensoussan A, Zhang Q (eds) Handbook on mathematical finance. Elsevier, Amsterdam

    Google Scholar 

  • Elliott RJ, Siu TK (2011) Pricing and hedging contingent claims with regime switchings risk. Commun Math Sci 9(2):477–498

    Article  MathSciNet  MATH  Google Scholar 

  • Elliott RJ, Siu TK, Badescu A (2011) On pricing and hedging options under double Markov-modulated models with feedback effect. J Econ Dyn Control 35(5):694–713

    Article  MathSciNet  MATH  Google Scholar 

  • Föllmer H, Schweizer M (1991) Hedging of contingent claims under incomplete information. In: Davis M H A, Elliott R J (eds) Applied stochastic analysis, stochastics monographs, vol 5. Gordon and Breach, London, pp 389–414

    Google Scholar 

  • Föllmer H, Sondermann D (1986) Hedging of non-redundant contingent claims. contributions to mathematical economics. In: Hildenbrand W, Mas-Colell A (eds) Honor of G. Debreu. Elsevier Science Publ., North-Holland, pp 205–223

    Google Scholar 

  • Frittelli M (2000) The minimal entropy martingale measure and the valuation problem in incomplete markets. Math Financ 10(1):39–52

    Article  MathSciNet  MATH  Google Scholar 

  • Gerber HU, Shiu ESW (1994) Option pricing by Esscher transforms. Trans Soc Actuaries 46:99–191

    Google Scholar 

  • Grigelionis B (1978) Additive Markov processes. Liet Mat Rinkinys 18(3):43–47

    MathSciNet  MATH  Google Scholar 

  • Hamilton JD (1989) A new approach to the economics analysis of non-stationary time series. Econometrica 57:357–384

    Article  MathSciNet  MATH  Google Scholar 

  • Hardy M (2003) Investment guarantees: modeling and risk management for equity-linked insurance products. Wiley, New Jersey

    MATH  Google Scholar 

  • Harrison JM, Pliska SR (1981) Martingales and stochastic integrals in the theory of continuous trading. Stoch Process Appl 11:15–260

    Article  MathSciNet  MATH  Google Scholar 

  • Harrison JM, Pliska SR (1983) A stochastic calculus model of continuous trading: complete markets. Stoch Process Appl 15:313–316

    Article  MathSciNet  MATH  Google Scholar 

  • Kallsen J, Shiryaev A (2002) The cumulant process and Esscher’s change of measure. Financ Stochast 6:397–428

    Article  MathSciNet  MATH  Google Scholar 

  • Kijima M, Yoshida T (1993) A simple option pricing model with markovian volatilities. J Oper Res Soc Jpn 36(3):149–166

    MathSciNet  MATH  Google Scholar 

  • Lin SX, Tan KS, Yang H (2009) Pricing annuity guarantees under a regime-switching model. N Am Actuar J 13(2):333–337

    MathSciNet  Google Scholar 

  • Madan D, Milne F (1991) Option pricing with variance-gamma components. Math Financ 1(4):39–55

    Article  MATH  Google Scholar 

  • Miyahara Y (1999) Minimal entropy martingale measures of jump type price processes in incomplete assets markets. Asia-Pacific Finan Markets 6(2):97–113

    Article  MATH  Google Scholar 

  • Naik V (1993) Option valuation and hedging strategies with jumps in the volatility of asset returns. J Financ 48:1969–1984

    Article  Google Scholar 

  • Norris JR (1997) Markov chains. In: Cambridge series in statistical and probabilistic mathematics. Cambridge University Press

  • Pacheco A, Tang LC, Prabhu NU (2009) Markov-modulated processes and semigenerative phenomena. Hackensack, NJ: World Scientific. xi, p 224

  • Schweizer M (1991) Options Hedging for semimartingales. Stochast Stochast Rep 30:123–131

    Article  MathSciNet  MATH  Google Scholar 

  • Schweizer M (1994) Risk-minimizing hedging strategies under restricted information. Math Financ 4:327–342

    Article  MathSciNet  MATH  Google Scholar 

  • Siu TK (2005) Fair valuation of participating policies with surrender options and regime switching. Insur Math Econ 37(3):533–552

    Article  MathSciNet  MATH  Google Scholar 

  • Siu TK, Yang H (2009) Option pricing when the regime-switching risk is priced. Acta Math Appl Sin Engl Ser 25(3):339–388

    Article  MathSciNet  MATH  Google Scholar 

  • Yuan C, Mao X (2004) Convergence of the Euler-Maruyama method for stochastic differential equations with Markovian switching. Math Comput Simul 64:223–235

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Manuel Morales.

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The analysis and conclusions set forth are those of the author and do not necessarily represent those of the Bank CIBC.

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Momeya, R.H., Morales, M. On the Price of Risk of the Underlying Markov Chain in a Regime-Switching Exponential Lévy Model. Methodol Comput Appl Probab 18, 107–135 (2016). https://doi.org/10.1007/s11009-014-9399-2

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