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Published in: Soft Computing 14/2019

17-05-2018 | Methodologies and Application

Realized Laplace transforms for pure jump semimartingales with presence of microstructure noise

Authors: Li Wang, Zhi Liu, Xiaochao Xia

Published in: Soft Computing | Issue 14/2019

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Abstract

This paper considers the estimation of integrated Laplace transform of local ‘volatility’ by using noisy high-frequency data. We allow for the presence of microstructure noise under a pure jump semimartingale over a fixed time interval [0, t]. We propose an efficient estimator for the integrated Laplace transform of volatility via applying the pre-averaging method. Under some mild conditions on the Lévy density, the asymptotic properties of the estimator including consistency and asymptotic normality are established. Simulation studies further confirm our theoretical results.

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Appendix
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Literature
go back to reference Aït-Sahalia Y, Mykland PA (2004) Estimators of diffusions with randomly spaced discrete observations: a general theory. Ann Stat 32(5):2186–2222MathSciNetMATHCrossRef Aït-Sahalia Y, Mykland PA (2004) Estimators of diffusions with randomly spaced discrete observations: a general theory. Ann Stat 32(5):2186–2222MathSciNetMATHCrossRef
go back to reference Aït-Sahalia Y, Mykland P, Zhang L (2005) How often to sample a continuous-time process in the presence of market microstructure noise. Rev Financ Stud 18:351–416MATHCrossRef Aït-Sahalia Y, Mykland P, Zhang L (2005) How often to sample a continuous-time process in the presence of market microstructure noise. Rev Financ Stud 18:351–416MATHCrossRef
go back to reference Aït-Sahalia Y, Fan J, Xiu D (2010) High frequency covariance estimates with noisy and asynchronous data. J Am Stat Assoc 160:1504–1517MathSciNetMATHCrossRef Aït-Sahalia Y, Fan J, Xiu D (2010) High frequency covariance estimates with noisy and asynchronous data. J Am Stat Assoc 160:1504–1517MathSciNetMATHCrossRef
go back to reference Aït-Sahalia Y, Mykland P, Zhang L (2011) Ultra high frequency volatility estimation with dependent microstructure noise. J Econom 160(1):160–175MathSciNetMATHCrossRef Aït-Sahalia Y, Mykland P, Zhang L (2011) Ultra high frequency volatility estimation with dependent microstructure noise. J Econom 160(1):160–175MathSciNetMATHCrossRef
go back to reference Andrews B, Calder M, Davis RA (2009) Maximum likelihood estimation for \(\alpha \)-stable autoregressive processes. Ann Stat 37:1946–1982MathSciNetMATHCrossRef Andrews B, Calder M, Davis RA (2009) Maximum likelihood estimation for \(\alpha \)-stable autoregressive processes. Ann Stat 37:1946–1982MathSciNetMATHCrossRef
go back to reference Barndorff-Nielsen OE, Shephard N (2007) In Advances in economics and econometrics: theory and applications. In: Ninth World Congress. Econometric Society Monographs. Cambridge University Press Barndorff-Nielsen OE, Shephard N (2007) In Advances in economics and econometrics: theory and applications. In: Ninth World Congress. Econometric Society Monographs. Cambridge University Press
go back to reference Barndorff-Nielsen OE, Hansen PR, Lunde A, Shephard N (2008) Designing realised kernels to measure the ex-post variation of equity prices in the presence of noise. Econometrica 76(6):1481–1536MathSciNetMATHCrossRef Barndorff-Nielsen OE, Hansen PR, Lunde A, Shephard N (2008) Designing realised kernels to measure the ex-post variation of equity prices in the presence of noise. Econometrica 76(6):1481–1536MathSciNetMATHCrossRef
go back to reference Barndorff-Nielsen OE, Hansen PR, Lunde A, Shephard N (2011) Multivariate realised kernels: consistent positive semi-definite estimators of the covariation of equity prices with noise and non-synchronous trading. J Econom 162(2):149–169MathSciNetMATHCrossRef Barndorff-Nielsen OE, Hansen PR, Lunde A, Shephard N (2011) Multivariate realised kernels: consistent positive semi-definite estimators of the covariation of equity prices with noise and non-synchronous trading. J Econom 162(2):149–169MathSciNetMATHCrossRef
go back to reference Bates DS (1996) Jumps and stochastic volatility: exchange rate processes implicity in deutsche mark opitions. Rev Financ Stud 9(1):69–107CrossRef Bates DS (1996) Jumps and stochastic volatility: exchange rate processes implicity in deutsche mark opitions. Rev Financ Stud 9(1):69–107CrossRef
go back to reference Cont R, Tankov P (2004) Financial Modelling with Jump Processes. CRC Press, Boca RatonMATH Cont R, Tankov P (2004) Financial Modelling with Jump Processes. CRC Press, Boca RatonMATH
go back to reference Heston SL (1993) A closed-form solution for options with stochastic volatility with applications to bond and currency options. Rev Financ Stud 6(2):327–343MATHMathSciNetCrossRef Heston SL (1993) A closed-form solution for options with stochastic volatility with applications to bond and currency options. Rev Financ Stud 6(2):327–343MATHMathSciNetCrossRef
go back to reference Jacod J, Protter P (2012) Discretization of Processes. Stochastic Modelling and Applied Probbability, vol 67. Springer, HeidelbergMATH Jacod J, Protter P (2012) Discretization of Processes. Stochastic Modelling and Applied Probbability, vol 67. Springer, HeidelbergMATH
go back to reference Jacod J, Shiryayev AV (2003) Limit Theorems for Stochastic Processes. Springer, New YorkCrossRef Jacod J, Shiryayev AV (2003) Limit Theorems for Stochastic Processes. Springer, New YorkCrossRef
go back to reference Jacod J, Li Y, Mykland PA, Podolskij M, Vetter M (2009) Microstructure noise in the continuous case: the pre-averaging approach. Stoch Process Appl 119(7):2249–2276MathSciNetMATHCrossRef Jacod J, Li Y, Mykland PA, Podolskij M, Vetter M (2009) Microstructure noise in the continuous case: the pre-averaging approach. Stoch Process Appl 119(7):2249–2276MathSciNetMATHCrossRef
go back to reference Jing BY, Liu Z, Kong XB (2014) On the estimation of integrated volatility with jumps and microstructure noise. J Bus Econ Stat 32(3):457–467MathSciNetCrossRef Jing BY, Liu Z, Kong XB (2014) On the estimation of integrated volatility with jumps and microstructure noise. J Bus Econ Stat 32(3):457–467MathSciNetCrossRef
go back to reference Karlin S, Taylor HM (1975) A First Course in Stochastic Processes. Academic Press, CambridgeMATH Karlin S, Taylor HM (1975) A First Course in Stochastic Processes. Academic Press, CambridgeMATH
go back to reference Klebaner FC (1998) Introduction to Stochastic Calculus with Applications. Imperial College Press, LondonMATHCrossRef Klebaner FC (1998) Introduction to Stochastic Calculus with Applications. Imperial College Press, LondonMATHCrossRef
go back to reference Klüppelberg C, Meyer-Brandis T, Schmidt A (2010) Electricity spot price modelling with a view towards extreme spike risk. Quant Finance 10:963–974MathSciNetMATHCrossRef Klüppelberg C, Meyer-Brandis T, Schmidt A (2010) Electricity spot price modelling with a view towards extreme spike risk. Quant Finance 10:963–974MathSciNetMATHCrossRef
go back to reference Li J (2013) Robust estimation and inference for jumps in noisy high frequency data: a local-to-continuity theory for the pre-averaging method. Econometrica 81(4):1673–1693MathSciNetMATHCrossRef Li J (2013) Robust estimation and inference for jumps in noisy high frequency data: a local-to-continuity theory for the pre-averaging method. Econometrica 81(4):1673–1693MathSciNetMATHCrossRef
go back to reference Mikosch T, Resnick S, Rootzén H, Stegeman A (2002) Is network traffic approximated by stable lévy motion or fractional brownian motion? Ann Appl Probab 12:23–68MathSciNetMATHCrossRef Mikosch T, Resnick S, Rootzén H, Stegeman A (2002) Is network traffic approximated by stable lévy motion or fractional brownian motion? Ann Appl Probab 12:23–68MathSciNetMATHCrossRef
go back to reference Mykland P, Zhang L (2009) Inference for continuous semimartingales observed at high frequency: a general approach. Econometrica 77(5):1403–1445MathSciNetMATHCrossRef Mykland P, Zhang L (2009) Inference for continuous semimartingales observed at high frequency: a general approach. Econometrica 77(5):1403–1445MathSciNetMATHCrossRef
go back to reference Nikias CL, Shao M (1995) Signal Processing with Alpha-Stable Distributions and Applications. Wiley, New York Nikias CL, Shao M (1995) Signal Processing with Alpha-Stable Distributions and Applications. Wiley, New York
go back to reference Sato KI (1999) Lévy Processes and Infinitely Divisible Distributions. Cambridge University Press, CambridgeMATH Sato KI (1999) Lévy Processes and Infinitely Divisible Distributions. Cambridge University Press, CambridgeMATH
go back to reference Todorov V, Tauchen G (2012a) Inverse realized laplace transforms for nonparametric volatility density estimation in jump-diffusions. J Am Stat Assoc 107(498):622–635MathSciNetMATHCrossRef Todorov V, Tauchen G (2012a) Inverse realized laplace transforms for nonparametric volatility density estimation in jump-diffusions. J Am Stat Assoc 107(498):622–635MathSciNetMATHCrossRef
go back to reference Wu L (2007) Modeling financial security returns using Levy processes. Handb Oper Res Manag Sci 15:117–162 Wu L (2007) Modeling financial security returns using Levy processes. Handb Oper Res Manag Sci 15:117–162
go back to reference Zhang L (2006) Efficient estimation of stochastic volatility using noisy observations: a multi-scale approach. Bernoulli 12(6):1019–1043MathSciNetMATHCrossRef Zhang L (2006) Efficient estimation of stochastic volatility using noisy observations: a multi-scale approach. Bernoulli 12(6):1019–1043MathSciNetMATHCrossRef
Metadata
Title
Realized Laplace transforms for pure jump semimartingales with presence of microstructure noise
Authors
Li Wang
Zhi Liu
Xiaochao Xia
Publication date
17-05-2018
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 14/2019
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-018-3237-3

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