Abstract
This paper considers the asset price movements in a financial market with a risky asset and a bond. The dynamics of the risky asset, modeled by a marked point process, depend on a stochastic factor, modeled also by a marked point process. The possibility of common jump times with the price is allowed. The problem studied is to determine a strategy maximizing the expected value of a utility function of the hedging error. Two different approaches are considered: an Hamilton Jacobi Bellmann equation is studied for a simplified model and a contraction technique is introduced for a more general model.
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References
Bellini, F., Frittelli, M.: On the existence of minimax martingale measures. Math. Finance 12(1), 1–21 (2002)
Bertsekas, D.P., Shreve, S.E.: Stochastic Optimal Control: The Discrete Time Case. Academic Press, New York (1978)
Biagini, S., Frittelli, M.: Utility maximization in incomplete markets for unbounded processes. Finance Stoch. 9(4), 493–517 (2005)
Brémaud, P.: Point Processes and Queues. Springer Series in Statistics. Springer, Berlin (1981)
Callegaro, G., Vargiolu, T.: Optimal portfolio for HARA utility functions in a pure jump multidimensional incomplete market. Int. J. Risk Assess. Manag. 11, 180–200 (2009)
Ceci, C.: Risk minimizing hedging for a partially observed high frequency data model. Stochastics 78(1), 13–31 (2006)
Ceci, C., Gerardi, A.: Pricing for geometric marked point processes under partial information: entropy approach. Int. J. Theor. Appl. Finance 12(2), 179–207 (2009)
Ceci, C., Gerardi, A.: Utility-based Hedging and Pricing with a nontraded asset for jump processes. Nonlinear Anal. Theory Methods Appl. (2009). doi:10.1016/j.na.2009.02.105
Ceci, C., Gerardi, A.: Wealth optimization and dual problems for jump stock dynamics with stochastic factor. Int. J. Probab. Stoch. Processes (2009, to appear)
Centanni, S., Minozzo, M.: A Monte Carlo approach to filtering for a class of marked doubly stochastic Poisson processes. J. Am. Stat. Assoc. 101(476), 1582–1597 (2006)
Centanni, S., Minozzo, M.: Estimation and filtering by reversible jump MCMC for a doubly stochastic Poisson model for ultra-high-frequency financial data. Stat. Model. 6(2), 97–118 (2006)
Delbaen, F., Grandits, P., Rheinlander, T., Samperi, D., Schweizer, M., Stricker, C.: Exponential hedging and entropic penalties. Math. Finance 12(2), 99–123 (2002)
Ethier, S.N., Kurtz, T.G.: Markov Processes: Characterization and Convergence. Wiley Series in Probability and Mathematical Statistics: Probability and Mathematical Statistics. Wiley, New York (1986)
Frey, R.: Risk minimization with incomplete information in a model for high frequency data. Math. Finance 10(2), 215–225 (2000). INFORMS Applied Probability Conference (Ulm, 1999)
Frey, R., Runggaldier, W.J.: A nonlinear filtering approach to volatility estimation with a view towards high frequency data. Int. J. Theor. Appl. Finance 4(2), 199–210 (2001). Information Modeling in Finance (Evry, 2000)
Frittelli, M.: The minimal entropy martingale measure and the valuation problem in incomplete markets. Math. Finance 10, 39–52 (2000)
Frittelli, M.: Introduction to a theory of value coherent with the no-arbitrage principle. Finance Stoch. 4, 275–297 (2000)
Gerardi, A., Tardelli, P.: Filtering on a partially observed ultra-high-frequency data model. Acta Appl. Math. 91(2), 193–205 (2006)
Gerardi, A., Tardelli, P.: Risk-neutral measures and pricing for a pure jump price process: a stochastic control approach. Probab. Eng. Inf. Sci. (2009, to appear). Technical Report R. 08-107, Department of Electrical and Information Engineering, University of L’Aquila, http://www.diel.univaq.it/research/
Henderson, V.: Valuation of claims on nontraded asset using utility maximization. Math. Finance 12(4), 351–373 (2002)
Karatzas, I., Shreve, S.E.: Methods of Mathematical Finance. Springer, New York (1998)
Kirch, M., Runggaldier, W.J.: Efficient hedging when asset prices follow a geometric Poisson process with unknown intensities. SIAM J. Control Optim. 43, 1174–1195 (2004)
Kramkov, D., Schachermayer, W.: The asymptotic elasticity of utility functions and optimal investment in incomplete markets. Ann. Appl. Probab. 9, 904–950 (1999)
Merton, R.: Lifetime portfolio selection under uncertainty: the continuous-time case. Rev. Econ. Stat. 51, 247–257 (1969)
Merton, R.: Optimal consumption and portfolio rules in a continuous time model. J. Econ. Theory 3, 373–413 (1971)
Musiela, M., Zariphopoulou, T.: An example of indifference prices under exponential preferences. Finance Stoch. 8, 229–239 (2004)
Prigent, J.L.: Option pricing with a general marked point process. Math. Oper. Res. 26(1), 50–66 (2001)
Ridberg, T.H., Shephard, N.: A modeling framework for the prices and times of trades made on the New York stock exchange. In: W.J. Fitzgerald, R.L. Smith, A.T. Walden, P.C. Young (eds.) Nonlinear and Nonstationary Signal Processing, pp. 217–246 (2000)
Rogers, L.C.G., Zane, O.: Designing models for high frequency data. Preprint University of Bath (1998)
Schweizer, M.: A guided tour through quadratic hedging approaches. In: Option Pricing, Interest Rates and Risk Management. Handb. Math. Finance, pp. 538–574. Cambridge Univ. Press, Cambridge (2001)
Zariphopoulou, T.: A solution approach to valuation with unhedgeable risks. Finance Stoch. 5(1), 61–82 (2001)
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Gerardi, A., Tardelli, P. Stochastic Control Methods: Hedging in a Market Described by Pure Jump Processes. Acta Appl Math 111, 233–255 (2010). https://doi.org/10.1007/s10440-009-9543-0
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DOI: https://doi.org/10.1007/s10440-009-9543-0