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Stock loan valuation under a regime-switching model with mean-reverting and finite maturity

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Abstract

Stock loans are business contracts between borrowers and lenders in which the borrower uses shares of stock as collateral for the loan. Since the value of the collateral is subject to wide and frequent price swings, valuing such a transaction behaves more like an option pricing problem than a debt valuation problem. This paper will list, prove, and analyze formulas for stock loan valuation with finite horizon under various stock models, including classical geometric Brownian motion, mean-reverting, and two-state regime-switching with both mean-reverting and geometric Brownian motion states. Numerical examples are reported to illustrate the results.

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References

  1. J. Xia and X. Y. Zhou, Stock loans, Mathematical Finance, 2007, 17: 307–317.

    Article  MATH  MathSciNet  Google Scholar 

  2. Q. Zhang and X. Y. Zhou, Valuation of stock loans with regime switching, SIAM J. Contr. Optim., 2009, 48: 1229–1250.

    Article  MATH  Google Scholar 

  3. J. D. Hamilton, A new approach to the economic analysis of non-stationary time series, Econometrica, 1989, 57: 357–384.

    Article  MATH  MathSciNet  Google Scholar 

  4. G. B. Di Masi, Y. M. Kabanov, and W. J. Runggaldier, Mean variance hedging of options on stocks with Markov volatility, Theory of Probability and Applications, 1994, 39: 173–181.

    Google Scholar 

  5. P. B. Bollen, Valuing options in regime-switching models, Journal of Derivatives, 1998, 6: 38–49.

    Article  Google Scholar 

  6. J. Buffington and R. J. Elliott, American options with regime switching, International Journal of Theoretical and Applied Finance, 2002, 5: 497–514.

    Article  MATH  MathSciNet  Google Scholar 

  7. X. Guo, Inside Information and Stock Fluctuations, Ph.D. thesis, Rutgers University, 1999.

  8. L. Shepp, A model for stock price fluctuations based on information, IEEE Transactions on Information Theory, 2002, 48: 1372–1378.

    Article  MATH  MathSciNet  Google Scholar 

  9. X. Guo, Inside Information and option pricings, Quantitative Finance, 2001, 1: 38–44.

    Article  MathSciNet  Google Scholar 

  10. X. Guo, An explicit solution to an optimal stopping problem with regime switching, J. App. Prob., 2001, 38: 464–481.

    Article  MATH  Google Scholar 

  11. J. C. Duan, I. Popova, and P. Ritchken, Option pricing under regime switching, Quantitative Finance, 2002, 2: 116–132.

    Article  MathSciNet  Google Scholar 

  12. M. R. Hardy, A regime-switching model of long-term stock returns, North American Actuarial Journal, 2001, 5: 41–53.

    MATH  MathSciNet  Google Scholar 

  13. X. Guo and Q. Zhang, Optimal selling rules in a regime switching model, IEEE Transactions on Automatic Control, 2005, 50: 1450–1455.

    Article  MathSciNet  Google Scholar 

  14. Q. Zhang, Stock trading: An optimal selling rule, SIAM J. Contr. Optim., 2001, 40: 64–87.

    Article  MATH  Google Scholar 

  15. Q. Zhang and G. Yin, Nearly optimal asset allocation in hybrid stock-investment models, J. Optim. Theory Appl., 2004, 121: 419–444.

    Article  MATH  MathSciNet  Google Scholar 

  16. X. Y. Zhou and G. Yin, Markowitz’s mean-variance portfolio selection with regime switching: A continuous-time model, SIAM Journal on Control and Optimization, 2003, 42: 1466–1482.

    Article  MATH  MathSciNet  Google Scholar 

  17. A. Cowles and H. Jones, Some posteriori probabilities in stock market action, Econometrica, 1937, 5: 280–294.

    Article  Google Scholar 

  18. E. Fama and K. R. French, Permanent and temporary components of stock prices, Journal of Political Economy, 1988, 96: 246–273.

    Article  Google Scholar 

  19. L. A. Gallagher and M. P. Taylor, Permanent and temporary components of stock prices: Evidence from assessing macroeconomic shocks, Southern Economic Journal, 2002, 69: 345–362.

    Article  Google Scholar 

  20. C. M. Hafner and H. Herwartz, Option pricing under linear autoregressive dynamics, heteroskedasticity, and conditional leptokurtosis, Journal of Empirical Finance, 2001, 8: 1–34.

    Article  Google Scholar 

  21. C. Blanco and D. Soronow, Mean reverting processes — Energy price processes used for derivatives pricing and risk management, Commodities Now, 2001, 68–72.

  22. C. de Jong and R. Huisman, Option formulas for mean-reverting power prices with spikes, preprint.

  23. L. P. Bos, A. F. Ware, and B. S. Pavlov, On a semi-spectral method for pricing an option on a mean-reverting asset, Quantitative Finance, 2002, 2: 337–345.

    Article  MathSciNet  Google Scholar 

  24. H. Zhang and Q. Zhang, Trading a mean-reverting asset: Buy low and sell high, Automatica, 2008, 44: 1511–1518.

    Article  Google Scholar 

  25. Q. S. Song, G. Yin, and Q. Zhang, Stochastic optimization methods for buying-low-and-selling-high strategies, Stochastic Analysis and Applications, 2009, 27: 523–542.

    Article  MATH  MathSciNet  Google Scholar 

  26. R. C. Merton, Theory of rational option pricing, Bell Journal of Economics and Management Science, 1973, 4: 141–183.

    Article  MathSciNet  Google Scholar 

  27. G. Yin, J. Yu, and Q. Zhang, A stochastic approximation algorithm for option pricing model calibration with a switchable market, International Journal of Computer Mathematics, in press.

  28. A. Etheridge, A Course in Financial Calculus, Cambridge University Press, Cambridge, UK, 2002.

    MATH  Google Scholar 

  29. I. Karatzas and S. E. Shreve, Methods of Mathematical Finance, Springer, New York, 1998.

    MATH  Google Scholar 

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Correspondence to David Prager.

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Prager, D., Zhang, Q. Stock loan valuation under a regime-switching model with mean-reverting and finite maturity. J Syst Sci Complex 23, 572–583 (2010). https://doi.org/10.1007/s11424-010-0146-7

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  • DOI: https://doi.org/10.1007/s11424-010-0146-7

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