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Published in: Asia-Pacific Financial Markets 2/2018

Open Access 11-04-2018

Some Further Results on the Tempered Multistable Approach

Author: Olivier Le Courtois

Published in: Asia-Pacific Financial Markets | Issue 2/2018

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Abstract

This article provides new results on the tempered multistable approach. After a preliminary section recalling the main definitions, we show the correspondence between a series representation and a characteristic function representation for asymmetrical field-based tempered multistable processes and for asymmetrical independent increments tempered multistable processes. We also show that both processes are semimartingales, which is a convenient property in finance. Next, we study the structure of autocorrelations that is conveyed by this approach. Finally, we provide an illustration showing the term structures of Value-at-Risk that can be obtained with this model.

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Appendix
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Literature
go back to reference Carr, P., Geman, H., Madan, D. B., & Yor, M. (2002). The fine structure of asset returns: An empirical investigation. Journal of Business, 75(2), 305–332.CrossRef Carr, P., Geman, H., Madan, D. B., & Yor, M. (2002). The fine structure of asset returns: An empirical investigation. Journal of Business, 75(2), 305–332.CrossRef
go back to reference Falconer, K., Le Guével, R., & Lévy-Véhel, J. (2009). Localisable moving average stable multistable processes. Stochastic Models, 25, 648–672.CrossRef Falconer, K., Le Guével, R., & Lévy-Véhel, J. (2009). Localisable moving average stable multistable processes. Stochastic Models, 25, 648–672.CrossRef
go back to reference Falconer, K., & Lévy-Véhel, J. (2009). Multifractional, multistable, and other processes with prescribed local form. Journal of Theoretical Probability, 22, 375–401.CrossRef Falconer, K., & Lévy-Véhel, J. (2009). Multifractional, multistable, and other processes with prescribed local form. Journal of Theoretical Probability, 22, 375–401.CrossRef
go back to reference Falconer, K., & Liu, L. (2012). Multistable processes and localisability. Stochastic Models, 28, 503–526.CrossRef Falconer, K., & Liu, L. (2012). Multistable processes and localisability. Stochastic Models, 28, 503–526.CrossRef
go back to reference Fan, X., & Lévy-Véhel, J. (2013). Self-stabilizing tempered processes in financial modelling. Working Paper. Fan, X., & Lévy-Véhel, J. (2013). Self-stabilizing tempered processes in financial modelling. Working Paper.
go back to reference Imai, J., & Kawai, R. (2011). On finite truncation of infinite shot noise series representation of tempered stable laws. Physica A: Statistical Mechanics and Its Applications, 390(23–24), 4411–4425.CrossRef Imai, J., & Kawai, R. (2011). On finite truncation of infinite shot noise series representation of tempered stable laws. Physica A: Statistical Mechanics and Its Applications, 390(23–24), 4411–4425.CrossRef
go back to reference Jacod, J., & Shiryaev, A. S. (2003). Limit theorems for stochastic processes (2nd ed.). Berlin: Springer.CrossRef Jacod, J., & Shiryaev, A. S. (2003). Limit theorems for stochastic processes (2nd ed.). Berlin: Springer.CrossRef
go back to reference Kingman, J. F. C. (1993). Poisson processes. Oxford: Oxford University Press. Kingman, J. F. C. (1993). Poisson processes. Oxford: Oxford University Press.
go back to reference Koponen, I. (1995). Analytic approach to the problem of convergence of truncated Lévy flights towards the Gaussian stochastic process. Physical Review E, 52(1), 1197–1199.CrossRef Koponen, I. (1995). Analytic approach to the problem of convergence of truncated Lévy flights towards the Gaussian stochastic process. Physical Review E, 52(1), 1197–1199.CrossRef
go back to reference Küchler, U., & Tappe, S. (2013). Tempered stable distributions and processes. Stochastic Processes and Their Applications, 123(12), 4256–4293.CrossRef Küchler, U., & Tappe, S. (2013). Tempered stable distributions and processes. Stochastic Processes and Their Applications, 123(12), 4256–4293.CrossRef
go back to reference Küchler, U., & Tappe, S. (2014). Exponential stock models driven by tempered stable processes. Journal of Econometrics, 181(1), 53–63.CrossRef Küchler, U., & Tappe, S. (2014). Exponential stock models driven by tempered stable processes. Journal of Econometrics, 181(1), 53–63.CrossRef
go back to reference Le Courtois, O., & Walter, C. (2014). The computation of risk budgets under the Lévy process assumption. Finance, 35(4), 87–108. Le Courtois, O., & Walter, C. (2014). The computation of risk budgets under the Lévy process assumption. Finance, 35(4), 87–108.
go back to reference Le Guével, R., & Lévy-Véhel, J. (2012). A Ferguson–Klass–LePage series representation of multistable multifractional processes and related processes. Bernoulli, 18(4), 1099–1127.CrossRef Le Guével, R., & Lévy-Véhel, J. (2012). A Ferguson–Klass–LePage series representation of multistable multifractional processes and related processes. Bernoulli, 18(4), 1099–1127.CrossRef
go back to reference Le Guével, R., Lévy-Véhel, J., & Liu, L. (2015). On two multistable extensions of stable Lévy motion and their semimartingale representation. Journal of Theoretical Probability, 28(3), 1125–1144.CrossRef Le Guével, R., Lévy-Véhel, J., & Liu, L. (2015). On two multistable extensions of stable Lévy motion and their semimartingale representation. Journal of Theoretical Probability, 28(3), 1125–1144.CrossRef
go back to reference Lévy-Véhel, J. (2013). Financial modelling with tempered multistable motions. In International workshop on statistical modeling, financial data analysis and applications, Venice. Lévy-Véhel, J. (2013). Financial modelling with tempered multistable motions. In International workshop on statistical modeling, financial data analysis and applications, Venice.
go back to reference Lévy-Véhel, J., & El Mekkedem, H. (2013). Value at risk with tempered multistable motions. In 30th international french finance association conference, Lyon. Lévy-Véhel, J., & El Mekkedem, H. (2013). Value at risk with tempered multistable motions. In 30th international french finance association conference, Lyon.
go back to reference Lévy-Véhel, K., & Liu, L. (2013). On symmetrical tempered multistable processes (Preprint) Lévy-Véhel, K., & Liu, L. (2013). On symmetrical tempered multistable processes (Preprint)
go back to reference Lévy-Véhel, P. -E., & Lévy-Véhel, J. (2013). Tempered multistable processes with Heston-type evolution of the local intensity of jumps. Working Paper. Lévy-Véhel, P. -E., & Lévy-Véhel, J. (2013). Tempered multistable processes with Heston-type evolution of the local intensity of jumps. Working Paper.
go back to reference Madan, D. B., & Milne, F. (1991). Option pricing with VG martingale components. Mathematical Finance, 1(4), 39–55.CrossRef Madan, D. B., & Milne, F. (1991). Option pricing with VG martingale components. Mathematical Finance, 1(4), 39–55.CrossRef
go back to reference Mandelbrot, B. (1963). The variation of certain speculative prices. Journal of Business, 36, 394–419.CrossRef Mandelbrot, B. (1963). The variation of certain speculative prices. Journal of Business, 36, 394–419.CrossRef
go back to reference Mandelbrot, B., & Taylor, H. (1967). On the distribution of stock price differences. Operations Research, 15, 1057–1062.CrossRef Mandelbrot, B., & Taylor, H. (1967). On the distribution of stock price differences. Operations Research, 15, 1057–1062.CrossRef
go back to reference Rachev, S. T., Kim, Y. S., Bianchi, M. L., & Fabozzi, F. J. (2011). Financial models with Lévy processes and volatility clustering. Hoboken: Wiley.CrossRef Rachev, S. T., Kim, Y. S., Bianchi, M. L., & Fabozzi, F. J. (2011). Financial models with Lévy processes and volatility clustering. Hoboken: Wiley.CrossRef
go back to reference Rosiński, J. (2007). Tempering stable processes. Stochastic Processes and Their Applications, 117, 677–707.CrossRef Rosiński, J. (2007). Tempering stable processes. Stochastic Processes and Their Applications, 117, 677–707.CrossRef
go back to reference Samorodnitsky, G., & Taqqu, M. S. (1994). Stable non-gaussian random processes, stochastic models with infinite variance. London: Chapmann and Hall. Samorodnitsky, G., & Taqqu, M. S. (1994). Stable non-gaussian random processes, stochastic models with infinite variance. London: Chapmann and Hall.
go back to reference von Bahr, B., & Esseen, C.-G. (1965). Inequalities for the rth absolute moment of a sum of random variables, \(1 \le r \le 2\). Annals of Mathematical Statistics, 36(1), 299–303.CrossRef von Bahr, B., & Esseen, C.-G. (1965). Inequalities for the rth absolute moment of a sum of random variables, \(1 \le r \le 2\). Annals of Mathematical Statistics, 36(1), 299–303.CrossRef
Metadata
Title
Some Further Results on the Tempered Multistable Approach
Author
Olivier Le Courtois
Publication date
11-04-2018
Publisher
Springer Japan
Published in
Asia-Pacific Financial Markets / Issue 2/2018
Print ISSN: 1387-2834
Electronic ISSN: 1573-6946
DOI
https://doi.org/10.1007/s10690-018-9240-y