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Erschienen in: Mathematics and Financial Economics 2/2018

24.10.2017

An integral representation of elasticity and sensitivity for stochastic volatility models

verfasst von: Zhenyu Cui, Duy Nguyen, Hyungbin Park

Erschienen in: Mathematics and Financial Economics | Ausgabe 2/2018

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Abstract

This paper presents a generic probabilistic approach to study elasticities and sensitivities of financial quantities under stochastic volatility models. We describe the shock elasticity, the quantile sensitivity and the vega value of cash flows with respect to perturbation of the volatility function of the model. The main contribution is to establish explicit formulae for these elasticities and sensitivities based on a novel application of the exponential measure change technique in Palmowski and Rolski (Bernoulli 8(6):767–785 2002). We carry out explicit calculations for the Heston model and the 3/2 stochastic volatility model, and derive explicit expressions in terms of model parameters.

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Fußnoten
1
See Sect. 3.1 for the single volatility factor case, and see Appendix A for a discussion on the possible extension to the case of multivariate volatility factors.
 
2
Hansen and Scheinkman [12] start with a perturbed reference growth process \(S_t^{\epsilon }\) being a martingale, then in their setting, we have \( \rho _t=-\frac{1}{t} \frac{\partial }{\partial \epsilon }\Big |_{\epsilon =0} \log \mathbb {E}\left[ S_t^{\epsilon } D_t\right] \), and refer to the first equation on page 2 of Hansen and Scheinkman [12] for this definition of the shock elasticity (or the price of growth-rate risk).
 
3
In the proof of part (c) of Theorem 1 in Cheridito et al. [6], even though the proof of it needs to use results of part (a) and part (b), the results of part (a) and part (b) are only used to show that the SDE (57) in Cheridito et al. [6] has a unique solution. Because of this, for the proof that \(E^P[Z_T]=1\) where Z is constructed from possibly non-affine processes \(V_t\), one can just repeat the proof of Theorem 1 of Cheridito et al. [6] verbatim. This is in the spirit of the discussion after Proposition 2.1 in Hurd and Kuznetsov [14].
 
Literatur
1.
Zurück zum Zitat Alexander, C., Sarabia, J.M.: Quantile uncertainty and value-at-risk model risk. Risk Anal. 32(8), 1293–1308 (2012)CrossRef Alexander, C., Sarabia, J.M.: Quantile uncertainty and value-at-risk model risk. Risk Anal. 32(8), 1293–1308 (2012)CrossRef
2.
Zurück zum Zitat Bernard, C., Cui, Z., McLeish, D.: On the martingale property in stochastic volatility models based on time-homogeneous diffusions. Math. Finance 27(1), 194–223 (2017)MathSciNetCrossRefMATH Bernard, C., Cui, Z., McLeish, D.: On the martingale property in stochastic volatility models based on time-homogeneous diffusions. Math. Finance 27(1), 194–223 (2017)MathSciNetCrossRefMATH
3.
Zurück zum Zitat Borodin, A., Salminen, P.: Handbook of Brownian Motion, 2nd edn. Birkhäuser, Basel (2002)CrossRefMATH Borodin, A., Salminen, P.: Handbook of Brownian Motion, 2nd edn. Birkhäuser, Basel (2002)CrossRefMATH
4.
Zurück zum Zitat Borovička, J., Hansen, L.P., Scheinkman, J.A.: Shock elasticities and impulse responses. Math. Financ. Econ. 8(4), 333–354 (2014)MathSciNetCrossRefMATH Borovička, J., Hansen, L.P., Scheinkman, J.A.: Shock elasticities and impulse responses. Math. Financ. Econ. 8(4), 333–354 (2014)MathSciNetCrossRefMATH
5.
Zurück zum Zitat Carr, P., Sun, J.: A new approach for option pricing under stochastic volatility. Rev. Deriv. Res. 10, 87–150 (2007)CrossRefMATH Carr, P., Sun, J.: A new approach for option pricing under stochastic volatility. Rev. Deriv. Res. 10, 87–150 (2007)CrossRefMATH
6.
Zurück zum Zitat Cheridito, P., Filipović, D., Kimmel, R.: Market price of risk specifications for affine models: theory and evidence. J. Financ. Econ. 83, 123–170 (2007)CrossRef Cheridito, P., Filipović, D., Kimmel, R.: Market price of risk specifications for affine models: theory and evidence. J. Financ. Econ. 83, 123–170 (2007)CrossRef
7.
Zurück zum Zitat Cui, Z., Nguyen, D.: Density of generalized Verhulst process and Bessel process with constant drift. Lith. Math. J. 56(4), 463–473 (2016)MathSciNetCrossRefMATH Cui, Z., Nguyen, D.: Density of generalized Verhulst process and Bessel process with constant drift. Lith. Math. J. 56(4), 463–473 (2016)MathSciNetCrossRefMATH
8.
Zurück zum Zitat Fournié, E., Lasry, J.-M., Lebuchoux, J., Lions, P.-L., Touzi, N.: Applications of Malliavin calculus to Monte Carlo methods in finance. Finance Stoch. 3(4), 391–412 (1999)MathSciNetCrossRefMATH Fournié, E., Lasry, J.-M., Lebuchoux, J., Lions, P.-L., Touzi, N.: Applications of Malliavin calculus to Monte Carlo methods in finance. Finance Stoch. 3(4), 391–412 (1999)MathSciNetCrossRefMATH
9.
Zurück zum Zitat Glasserman, P.: Monte Carlo Methods in Financial Engineering, vol. 53. Springer, Berlin (2003)CrossRefMATH Glasserman, P.: Monte Carlo Methods in Financial Engineering, vol. 53. Springer, Berlin (2003)CrossRefMATH
10.
Zurück zum Zitat Hansen, L.: Modeling the long run: valuation in dynamic stochastic economies. In: Fisher–Schultz Lecture at the European Meetings of the Econometric Society (2008) Hansen, L.: Modeling the long run: valuation in dynamic stochastic economies. In: Fisher–Schultz Lecture at the European Meetings of the Econometric Society (2008)
13.
Zurück zum Zitat Hong, L.J., Hu, Z., Liu, G.: Monte Carlo methods for value-at-risk and conditional value-at-risk: a review. ACM Trans. Model. Comput. Simul. (TOMACS) 24(4), 1–37 (2014)MathSciNetMATH Hong, L.J., Hu, Z., Liu, G.: Monte Carlo methods for value-at-risk and conditional value-at-risk: a review. ACM Trans. Model. Comput. Simul. (TOMACS) 24(4), 1–37 (2014)MathSciNetMATH
14.
Zurück zum Zitat Hurd, T., Kuznetsov, A.: Explicit formulas for Laplace transforms of stochastic integrals. Markov Process Relat. Fields 14, 277–290 (2008)MathSciNetMATH Hurd, T., Kuznetsov, A.: Explicit formulas for Laplace transforms of stochastic integrals. Markov Process Relat. Fields 14, 277–290 (2008)MathSciNetMATH
15.
Zurück zum Zitat Linetsky, V.: The spectral representation of Bessel processes with constant drift: applications in queueing and finance. J. Appl. Probab. 41, 327–344 (2004)MathSciNetCrossRefMATH Linetsky, V.: The spectral representation of Bessel processes with constant drift: applications in queueing and finance. J. Appl. Probab. 41, 327–344 (2004)MathSciNetCrossRefMATH
16.
Zurück zum Zitat Palmowski, Z., Rolski, T.: A technique for exponential change of measure for Markov processes. Bernoulli 8(6), 767–785 (2002)MathSciNetMATH Palmowski, Z., Rolski, T.: A technique for exponential change of measure for Markov processes. Bernoulli 8(6), 767–785 (2002)MathSciNetMATH
18.
Zurück zum Zitat Ruf, J.: The martingale property in the context of stochastic differential equations. Electron. Commun. Probab. 20(34), 1–10 (2015)MathSciNetMATH Ruf, J.: The martingale property in the context of stochastic differential equations. Electron. Commun. Probab. 20(34), 1–10 (2015)MathSciNetMATH
Metadaten
Titel
An integral representation of elasticity and sensitivity for stochastic volatility models
verfasst von
Zhenyu Cui
Duy Nguyen
Hyungbin Park
Publikationsdatum
24.10.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Mathematics and Financial Economics / Ausgabe 2/2018
Print ISSN: 1862-9679
Elektronische ISSN: 1862-9660
DOI
https://doi.org/10.1007/s11579-017-0203-2

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