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Improving the Reliability of Bootstrap Tests with the Fast Double Bootstrap Author info | Abstract | Publisher info | Download info | Related research | Statistics Russell Davidson () (McGill University)
James G. MacKinnon () (Queen's University)
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We first propose two procedures for estimating the rejection probabilities of bootstrap tests in Monte Carlo experiments without actually computing a bootstrap test for each replication. These procedures are only about twice as expensive (per replication) as estimating rejection probabilities for asymptotic tests. We then propose a new procedure for computing bootstrap P values that will often be more accurate than ordinary ones. This "fast double bootstrap" is closely related to the double bootstrap, but it is far less computationally demanding. Simulation results for three different cases suggest that this procedure can be very useful in practice.
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Paper provided by Queen's University, Department of Economics in its series Working Papers with number
1044.
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Length: 34 pages
Date of creation: Mar 2006Date of revision:
Publication status: forthcoming in Computational Statistics and Data AnalysisHandle: RePEc:qed:wpaper:1044Contact details of provider: Postal: Kingston, Ontario, K7L 3N6 Phone: (613) 533-2250 Fax: (613) 533-6668 Email: Web page: http://www.econ.queensu.ca/ More information through EDIRC
For technical questions regarding this item, or to correct its listing, contact: (Mark Babcock).
Keywords: bootstrap test double bootstrap Monte Carlo experiment rejection frequency fast double bootstrap FDB Other versions of this item:
Find related papers by JEL classification: C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Hypothesis Testing C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Statistical Simulation Methods
This paper has been announced in the following NEP Reports :
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.: Russell Davidson & James G. MacKinnon, 2000.
"Improving the Reliability of Bootstrap Tests ,"
Working Papers
995, Queen's University, Department of Economics.
[Downloadable!]
Russell Davidson & James G. MacKinnon, 1997.
"Bootstrap Tests of Nonnested Linear Regression Models ,"
Working Papers
954, Queen's University, Department of Economics.
[Downloadable!]
Other versions:
Davidson, R. & Mackinnon, J. G., 1995.
"Bootstrap Tests of Nonnested Linear Regression Models ,"
G.R.E.Q.A.M.
97a25, Universite Aix-Marseille III.
Davidson, R. & Mackinnon, J.G., 1997.
"Bootstrap Tests of Nonnested Linear Regression Models ,"
ASSET - Instituto De Economia Publica
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Davidson, Russell & MacKinnon, James G., 2002.
"Bootstrap J tests of nonnested linear regression models ,"
Journal of Econometrics ,
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[Downloadable!] (restricted) Davidson, Russell & MacKinnon, James G., 1984.
"Convenient specification tests for logit and probit models ,"
Journal of Econometrics ,
Elsevier, vol. 25(3), pages 241-262, July.
[Downloadable!] (restricted)
Other versions: Jean-FranÁois Lamarche, 2004.
"The Numerical Performance of Fast Bootstrap Procedures ,"
Computational Economics ,
Springer, vol. 23(4), pages 379-389, 06.
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Davidson, Russell & MacKinnon, James G., 2006.
"The power of bootstrap and asymptotic tests ,"
Journal of Econometrics ,
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Other versions: Davidson, James, 2006.
"Alternative bootstrap procedures for testing cointegration in fractionally integrated processes ,"
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Working Papers
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Omtzigt Pieter & Fachin Stefano, 2002.
"Bootstrapping and Bartlett corrections in the cointegrated VAR model ,"
Economics and Quantitative Methods
qf0212, Department of Economics, University of Insubria.
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Joon Y. Park, 2003.
"Bootstrap Unit Root Tests ,"
Econometrica ,
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[Downloadable!] (restricted)
Davidson, Russell & MacKinnon, James G., 1999.
"The Size Distortion Of Bootstrap Tests ,"
Econometric Theory ,
Cambridge University Press, vol. 15(03), pages 361-376, June.
[Downloadable!]
Other versions: Russell Davidson & James MacKinnon, 2002.
"Fast Double Bootstrap Tests Of Nonnested Linear Regression Models ,"
Econometric Reviews ,
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Durbin, J, 1970.
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Econometrica ,
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James G. MacKinnon, 2002.
"Bootstrap inference in econometrics ,"
Canadian Journal of Economics ,
Canadian Economics Association, vol. 35(4), pages 615-645, November.
[Downloadable!] (restricted)
Davidson, Russell & MacKinnon, James G, 1999.
"Bootstrap Testing in Nonlinear Models ,"
International Economic Review ,
Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(2), pages 487-508, May.
Other versions: Godfrey, Leslie G, 1978.
"Testing against General Autoregressive and Moving Average Error Models When the Regressors Include Lagged Dependent Variables ,"
Econometrica ,
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Bollerslev, Tim, 1986.
"Generalized autoregressive conditional heteroskedasticity ,"
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[Downloadable!] (restricted)
Sílvia Gonçalves & Lutz Kilian, 2003.
"Bootstrapping Autoregressions with Conditional Heteroskedasticity of Unknown Form ,"
CIRANO Working Papers
2003s-17, CIRANO.
[Downloadable!]
Other versions:
GONÇALVES, Silvia & KILIAN, Lutz, 2003.
"Bootstrapping Autoregressions with Conditional Heteroskedasticity of Unknown Form ,"
Cahiers de recherche
2003-01, Universite de Montreal, Departement de sciences economiques.
[Downloadable!] Lutz Kilian & Silvia Goncalves, 2002.
"Bootstrapping autoregressions with conditional heteroskedasticity of unknown form ,"
Working Paper Series
196, European Central Bank.
[Downloadable!] GONÇALVES, Sílvia & KILIAN, Lutz, 2003.
"Bootstrapping Autoregressions with Conditional Heteroskedasticity of Unknown Form ,"
Cahiers de recherche
01-2003, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
[Downloadable!] Gonçalves, Sílvia & Kilian, Lutz, 2002.
"Bootstrapping Autoregressions with Conditional Heteroskedasticity of Unknown Form ,"
Discussion Paper Series 1: Economic Studies
2002,26, Deutsche Bundesbank, Research Centre.
[Downloadable!] Goncalves, Silvia & Kilian, Lutz, 2004.
"Bootstrapping autoregressions with conditional heteroskedasticity of unknown form ,"
Journal of Econometrics ,
Elsevier, vol. 123(1), pages 89-120, November.
[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.)
Ahlgren, Niklas & Antell, Jan, 2006.
"Bootstrap and Fast Double Bootstrap Tests of Cointegration Rank with Financial Time Series ,"
Working Papers
519, Swedish School of Economics and Business Administration.
Other versions: Kleijnen, Jack P.C., 2006.
"White noise assumptions revisited : regression models and statistical designs for simulation practice ,"
Discussion Paper
50, Tilburg University, Center for Economic Research.
[Downloadable!]
James G. MacKinnon, 2007.
"Bootstrap Hypothesis Testing ,"
Working Papers
1127, Queen's University, Department of Economics.
[Downloadable!]
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