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Estimation and Testing in Models Containing Both Jump and Conditional Heteroscedasticity Author info | Abstract | Publisher info | Download info | Related research | Statistics Drost, Feike C
Nijman, Theo E
Werker, Bas J M
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In this paper, the authors develop a test for the hypothesis that a series (observed in discrete time) is generated by a diffusion process. This test is based on an overidentifying relation between variance and kurtosis parameters that holds for GARCH diffusions. The proposed test is not specific to a particular data frequency and clearly indicates the presence of jumps in dollar exchange rates. To assess the size and intensity of the jumps, the authors estimate a model containing both jumps and conditional heteroskedasticity.
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Article provided by American Statistical Association in its journal Journal of Business and Economic Statistics .
Volume (Year): 16 (1998)
Issue (Month): 2 (April)
Pages: 237-43
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Handle: RePEc:bes:jnlbes:v:16:y:1998:i:2:p:237-43Contact details of provider: Web page: http://www.amstat.org/publications/jbes/index.cfm?fuseaction=main
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For technical questions regarding this item, or to correct its listing, contact: (Christopher F. Baum).
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References listed on IDEAS Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile , click on "citations" and make appropriate adjustments.: Baillie, Richard T & Bollerslev, Tim, 1989.
"The Message in Daily Exchange Rates: A Conditional-Variance Tale ,"
Journal of Business & Economic Statistics ,
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CEPR Financial Markets Paper
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Other versions:
Nijman, T. & Sentana, E., 1994.
"Marginalization and Contemporaneous Aggregation in Multivariate Garch Proceses ,"
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9419, Centro de Estudios Monetarios Y Financieros-.
Nijman, Theo & Sentana, Enrique, 1996.
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[Downloadable!] (restricted) Tim Bollerslev & Jeffrey Wooldridge, 1992.
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Lee, Sang-Won & Hansen, Bruce E., 1994.
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Vlaar, Peter J G & Palm, Franz C, 1993.
"The Message in Weekly Exchange Rates in the European Monetary System: Mean Reversion, Conditional Heteroscedasticity, and Jumps ,"
Journal of Business & Economic Statistics ,
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Nelson, Daniel B., 1990.
"ARCH models as diffusion approximations ,"
Journal of Econometrics ,
Elsevier, vol. 45(1-2), pages 7-38.
[Downloadable!] (restricted)
Drost, Feike C & Nijman, Theo E, 1993.
"Temporal Aggregation of GARCH Processes ,"
Econometrica ,
Econometric Society, vol. 61(4), pages 909-27, July.
[Downloadable!] (restricted)
Other versions:
Drost, F.C. & Nijman, T.E., 1992.
"Temporal Aggregation of Garch Processes ,"
Papers
9240, Tilburg - Center for Economic Research.
Drost, F.C. & Nijman, T.E., 1990.
"Temporal Aggregation Of Garch Processes ,"
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9066, Tilburg - Center for Economic Research.
Beckers, Stan, 1981.
"A Note on Estimating the Parameters of the Diffusion-Jump Model of Stock Returns ,"
Journal of Financial and Quantitative Analysis ,
Cambridge University Press, vol. 16(01), pages 127-140, March.
[Downloadable!]
Philippe Jorion, 1988.
"On Jump Processes in the Foreign Exchange and Stock Markets ,"
Review of Financial Studies ,
Oxford University Press for Society for Financial Studies, vol. 1(4), pages 427-445.
[Downloadable!] (restricted)
Amin, Kaushik I & Ng, Victor K, 1993.
" Option Valuation with Systematic Stochastic Volatility ,"
Journal of Finance ,
American Finance Association, vol. 48(3), pages 881-910, July.
[Downloadable!] (restricted)
Amin, Kaushik I, 1993.
" Jump Diffusion Option Valuation in Discrete Time ,"
Journal of Finance ,
American Finance Association, vol. 48(5), pages 1833-63, December.
[Downloadable!] (restricted)
Bollerslev, Tim & Chou, Ray Y. & Kroner, Kenneth F., 1992.
"ARCH modeling in finance : A review of the theory and empirical evidence ,"
Journal of Econometrics ,
Elsevier, vol. 52(1-2), pages 5-59.
[Downloadable!] (restricted)
Drost, Feike C. & Werker, Bas J. M., 1996.
"Closing the GARCH gap: Continuous time GARCH modeling ,"
Journal of Econometrics ,
Elsevier, vol. 74(1), pages 31-57, September.
[Downloadable!] (restricted)
Full
references Cited by : (explanations , Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile , click on "citations" and make appropriate adjustments.)
Torben G. Andersen & Tim Bollerslev & Francis X. Diebold, 2005.
"Roughing it Up: Including Jump Components in the Measurement, Modeling and Forecasting of Return Volatility ,"
NBER Working Papers
11775, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted)
Other versions:
Torben G. Andersen & Tim Bollerslev & Francis X. Diebold, 2007.
"Roughing It Up: Including Jump Components in the Measurement, Modeling and Forecasting of Return Volatility ,"
CREATES Research Papers
2007-18, School of Economics and Management, University of Aarhus.
[Downloadable!] Torben G. Andersen & Tim Bollerslev & Francis X. Diebold, 2007.
"Roughing It Up: Including Jump Components in the Measurement, Modeling, and Forecasting of Return Volatility ,"
The Review of Economics and Statistics ,
MIT Press, vol. 89(4), pages 701-720, 04.
[Downloadable!] (restricted) Torben G. Andersen & Tim Bollerslev & Francis X. Diebold & Paul Labys, 1999.
"The Distribution of Exchange Rate Volatility ,"
Center for Financial Institutions Working Papers
99-08, Wharton School Center for Financial Institutions, University of Pennsylvania.
[Downloadable!]
Other versions: Torben G. Andersen & Tim Bollerslev & Francis X. Diebold & Paul Labys, 2000.
"Exchange Rate Returns Standardized by Realized Volatility are (Nearly) Gaussian ,"
NBER Working Papers
7488, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted)
Other versions: Khalaf, Lynda & Saphores, Jean-Daniel & Bilodeau, Jean-François, 2000.
"Simulation-Based Exact Tests with Unidentified Nuisance Parameters Under the Null Hypothesis: the Case of Jumps Tests in Models with Conditional Heteroskedasticity ,"
Cahiers de recherche
0004, GREEN.
[Downloadable!]
Other versions: Jean-Thomas Bernard & Lynda Khalaf & Maral Kichian & Sebastien McMahon, 2006.
"Forecasting Commodity Prices: GARCH, Jumps, and Mean Reversion ,"
Working Papers
06-14, Bank of Canada.
[Downloadable!]
Benjamin Yibin Zhang & Hao Zhou & Haibin Zhu, 2005.
"Explaining credit default swap spreads with the equity volatility and jump risks of individual firms ,"
Finance and Economics Discussion Series
2005-63, Board of Governors of the Federal Reserve System (U.S.).
[Downloadable!]
Torben G. Andersen & Tim Bollerslev & Francis X. Diebold, 2003.
"Some Like it Smooth, and Some Like it Rough: Untangling Continuous and Jump Components in Measuring, Modeling, and Forecasting Asset Return Volatility ,"
PIER Working Paper Archive
03-025, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 01 Sep 2003.
[Downloadable!]
Other versions: Nour Meddahi, 2002.
"ARMA Representation of Two-Factor Models ,"
CIRANO Working Papers
2002s-92, CIRANO.
[Downloadable!]
Charles S. Bos, 2008.
"Model-based Estimation of High Frequency Jump Diffusions with Microstructure Noise and Stochastic Volatility ,"
Tinbergen Institute Discussion Papers
08-011/4, Tinbergen Institute.
[Downloadable!]
Bernard, Jean-Thomas & Khalaf, Lynda & Kichian, Maral & McMahon, Sébastien, 2008.
"Oil Prices: Heavy Tails, Mean Reversion and the Convenience Yield ,"
Cahiers de recherche
0801, GREEN.
[Downloadable!]
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