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Estimation Of Autoregressive Roots Near Unity Using Panel Data Author info | Abstract | Publisher info | Download info | Related research | Statistics Moon, Hyungsik R.
Phillips, Peter C.B.
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Time series data are often well modeled by using the device of an autoregressive root that is local to unity. Unfortunately, the localizing parameter (c) is not consistently estimable using existing time series econometric techniques and the lack of a consistent estimator complicates inference. This paper develops procedures for the estimation of a common localizing parameter using panel data. Pooling information across individuals in a panel aids the identification and estimation of the localizing parameter and leads to consistent estimation in simple panel models. However, in the important case of models with concomitant deterministic trends, it is shown that pooled panel estimators of the localizing parameter are asymptotically biased. Some techniques are developed to overcome this difficulty, and consistent estimators of c in the region c 0 are developed for panel models with deterministic and stochastic trends. A limit distribution theory is also established, and test statistics are constructed for exploring interesting hypotheses, such as the equivalence of local to unity parameters across subgroups of the population. The methods are applied to the empirically important problem of the efficient extraction of deterministic trends. They are also shown to deliver consistent estimates of distancing parameters in nonstationary panel models where the initial conditions are in the distant past. In the development of the asymptotic theory this paper makes use of both sequential and joint limit approaches. An important limitation in the operation of the joint asymptotics that is sometimes needed in our development is the rate condition n/T 0. So the results in the paper are likely to be most relevant in panels where T is large and n is moderately large.
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Article provided by Cambridge University Press in its journal Econometric Theory .
Volume (Year): 16 (2000)
Issue (Month): 06 (December)
Pages: 927-997
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Handle: RePEc:cup:etheor:v:16:y:2000:i:06:p:927-997Contact details of provider: Postal: The Edinburgh Building, Shaftesbury Road, Cambridge CB2 2RU UK Fax: +44 (0)1223 325150 Email:
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Keywords: Other versions of this item:
Paper Hyungsik R. Moon & Peter C.B. Phillips, .
"Estimation of Autoregressive Roots Near Unity Using Panel Data ,"
University of California Santa Barbara - Department of Economics
1-99, California Santa Barbara - Department of Economics.
[Downloadable!] Hyungsik R. Moon & Peter C.B. Phillips, 1999.
"Estimation of Autoregressive Roots Near Unity Using Panel Data ,"
Cowles Foundation Discussion Papers
1224, Cowles Foundation, Yale University.
[Downloadable!] Hyungsik Moon & Peter Phillips, 1999.
"Estimation of Autoregressive Roots near Unity using Panel Data ,"
University of California at Santa Barbara, Economics Working Paper Series
wp1-99, Department of Economics, UC Santa Barbara.
[Downloadable!] 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.: Peter C.B. Phillips & Victor Solo, 1989.
"Asymptotics for Linear Processes ,"
Cowles Foundation Discussion Papers
932, Cowles Foundation, Yale University.
[Downloadable!]
Stock, James H., 1991.
"Confidence intervals for the largest autoregressive root in U.S. macroeconomic time series ,"
Journal of Monetary Economics ,
Elsevier, vol. 28(3), pages 435-459, December.
[Downloadable!] (restricted)
Other versions: Phillips, P C B, 1987.
"Time Series Regression with a Unit Root ,"
Econometrica ,
Econometric Society, vol. 55(2), pages 277-301, March.
[Downloadable!] (restricted)
Other versions: Andrews, Donald W K, 1991.
"Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation ,"
Econometrica ,
Econometric Society, vol. 59(3), pages 817-58, May.
[Downloadable!] (restricted)
Other versions: Peter C.B. Phillips & Hyungsik R. Moon, 1999.
"Nonstationary Panel Data Analysis: An Overview of Some Recent Developments ,"
Cowles Foundation Discussion Papers
1221, Cowles Foundation, Yale University.
[Downloadable!]
Other versions: Xiao, Zhijie & Phillips, Peter C.B., 1999.
"Efficient Detrending In Cointegrating Regression ,"
Econometric Theory ,
Cambridge University Press, vol. 15(04), pages 519-548, August.
[Downloadable!]
Peter C.B. Phillips & Hyungsik R. Moon & Zhijie Xiao, 1998.
"How to Estimate Autoregressive Roots Near Unity ,"
Cowles Foundation Discussion Papers
1191, Cowles Foundation, Yale University.
[Downloadable!]
Other versions:
Peter Phillips & Hyungsik Moon, 1999.
"How to Estimate Autoregressive Roots Near Unity ,"
University of California at Santa Barbara, Economics Working Paper Series
wp9-99, Department of Economics, UC Santa Barbara.
[Downloadable!] Peter C.B. Phillips & Hyungsik Roger Moon & Zhijie Xiao, .
"How to Estimate Autoregressive Roots Near Unity ,"
University of California Santa Barbara - Department of Economics
9-99, California Santa Barbara - Department of Economics.
[Downloadable!] Phillips, Peter C.B. & Moon, Hyungsik Roger & Xiao, Zhijie, 2001.
"How To Estimate Autoregressive Roots Near Unity ,"
Econometric Theory ,
Cambridge University Press, vol. 17(01), pages 29-69, February.
[Downloadable!] Hyungsik Moon & Peter Phillips, 1999.
"Estimation of Autoregressive Roots near Unity using Panel Data ,"
University of California at Santa Barbara, Economics Working Paper Series
wp1-99, Department of Economics, UC Santa Barbara.
[Downloadable!]
Other versions:
Hyungsik R. Moon & Peter C.B. Phillips, .
"Estimation of Autoregressive Roots Near Unity Using Panel Data ,"
University of California Santa Barbara - Department of Economics
1-99, California Santa Barbara - Department of Economics.
[Downloadable!] Hyungsik R. Moon & Peter C.B. Phillips, 1999.
"Estimation of Autoregressive Roots Near Unity Using Panel Data ,"
Cowles Foundation Discussion Papers
1224, Cowles Foundation, Yale University.
[Downloadable!] Moon, Hyungsik R. & Phillips, Peter C.B., 2000.
"Estimation Of Autoregressive Roots Near Unity Using Panel Data ,"
Econometric Theory ,
Cambridge University Press, vol. 16(06), pages 927-997, December.
[Downloadable!] Peter C.B. Phillips & Hyungsik R. Moon, 1999.
"Linear Regression Limit Theory for Nonstationary Panel Data ,"
Cowles Foundation Discussion Papers
1222, Cowles Foundation, Yale University.
[Downloadable!]
Other versions: Eugene Canjels & Mark W. Watson, 1997.
"Estimating Deterministic Trends In The Presence Of Serially Correlated Errors ,"
The Review of Economics and Statistics ,
MIT Press, vol. 79(2), pages 184-200, May.
[Downloadable!] (restricted)
repec:fth:calaec:17-98r is not listed on IDEAS
Christopher L. Cavanagh & Graham Elliott & James Stock, 1995.
"Inference in Models with Nearly Integrated Regressors ,"
University of California at San Diego, Economics Working Paper Series
95-29, Department of Economics, UC San Diego.
Peter C.B. Phillips & Chin Chin Lee, 1996.
"Efficiency Gains from Quasi-Differencing Under Nonstationarity ,"
Cowles Foundation Discussion Papers
1134, Cowles Foundation, Yale University.
[Downloadable!]
Graham Elliott & Thomas J. Rothenberg & James H. Stock, 1992.
"Efficient Tests for an Autoregressive Unit Root ,"
NBER Technical Working Papers
0130, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted)
Other versions: repec:cup:etheor:v:11:y:1995:i:5:p:1131-47 is not listed on IDEAS
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.)
Erik Hjalmarsson, 2006.
"Predictive regressions with panel data ,"
International Finance Discussion Papers
869, Board of Governors of the Federal Reserve System (U.S.).
[Downloadable!]
Erik Hjalmarsson, 2007.
"The Stambaugh bias in panel predictive regressions ,"
International Finance Discussion Papers
914, Board of Governors of the Federal Reserve System (U.S.).
[Downloadable!]
Peter C.B. Phillips & Hyungsik R. Moon & Zhijie Xiao, 1998.
"How to Estimate Autoregressive Roots Near Unity ,"
Cowles Foundation Discussion Papers
1191, Cowles Foundation, Yale University.
[Downloadable!]
Other versions:
Peter Phillips & Hyungsik Moon, 1999.
"How to Estimate Autoregressive Roots Near Unity ,"
University of California at Santa Barbara, Economics Working Paper Series
wp9-99, Department of Economics, UC Santa Barbara.
[Downloadable!] Peter C.B. Phillips & Hyungsik Roger Moon & Zhijie Xiao, .
"How to Estimate Autoregressive Roots Near Unity ,"
University of California Santa Barbara - Department of Economics
9-99, California Santa Barbara - Department of Economics.
[Downloadable!] Phillips, Peter C.B. & Moon, Hyungsik Roger & Xiao, Zhijie, 2001.
"How To Estimate Autoregressive Roots Near Unity ,"
Econometric Theory ,
Cambridge University Press, vol. 17(01), pages 29-69, February.
[Downloadable!] Jushan Bai & Chihwa Kao & Serena Ng, 2007.
"Panel Cointegration with Global Stochastic Trends ,"
Center for Policy Research Working Papers
90, Center for Policy Research, Maxwell School, Syracuse University.
[Downloadable!]
Hyungsik Roger Moon, 2000.
"GMM Estimation of Autoregressive Roots Near Unity with Panel Data ,"
Econometric Society World Congress 2000 Contributed Papers
0913, Econometric Society.
[Downloadable!]
Other versions:
Hyungsik Roger Moon & Peter C.B. Phillips, 2003.
"GMM Estimation of Autoregressive Roots Near Unity with Panel Data ,"
Cowles Foundation Discussion Papers
1390, Cowles Foundation, Yale University.
[Downloadable!] Hyungsik Roger Moon & Peter C.B. Phillips, 2000.
"GMM Estimation of Autoregressive Roots Near Unity with Panel Data ,"
Cowles Foundation Discussion Papers
1274, Cowles Foundation, Yale University.
[Downloadable!] Hyungsik Roger Moon & Peter C. B. Phillips, 2004.
"GMM Estimation of Autoregressive Roots Near Unity with Panel Data ,"
Econometrica ,
Econometric Society, vol. 72(2), pages 467-522, 03.
[Downloadable!] (restricted) Hyungsik R. Moon & Peter C.B. Phillips, 1999.
"Estimation of Autoregressive Roots Near Unity Using Panel Data ,"
Cowles Foundation Discussion Papers
1224, Cowles Foundation, Yale University.
[Downloadable!]
Other versions:
Hyungsik R. Moon & Peter C.B. Phillips, .
"Estimation of Autoregressive Roots Near Unity Using Panel Data ,"
University of California Santa Barbara - Department of Economics
1-99, California Santa Barbara - Department of Economics.
[Downloadable!] Hyungsik Moon & Peter Phillips, 1999.
"Estimation of Autoregressive Roots near Unity using Panel Data ,"
University of California at Santa Barbara, Economics Working Paper Series
wp1-99, Department of Economics, UC Santa Barbara.
[Downloadable!] Moon, Hyungsik R. & Phillips, Peter C.B., 2000.
"Estimation Of Autoregressive Roots Near Unity Using Panel Data ,"
Econometric Theory ,
Cambridge University Press, vol. 16(06), pages 927-997, December.
[Downloadable!] Peter C.B. Phillips & Donggyu Sul, 2003.
"Bias in Dynamic Panel Estimation with Fixed Effects, Incidental Trends and Cross Section Dependence ,"
Cowles Foundation Discussion Papers
1438, Cowles Foundation, Yale University, revised Jun 2004.
[Downloadable!]
Other versions:
Peter C.B. Phillips & Donggyu Sul, 2004.
"Bias in Dynamic Panel Estimation with Fixed Effects, Incidental Trends and Cross Section Dependence ,"
Yale School of Management Working Papers
ysm428, Yale School of Management.
[Downloadable!] Phillips, Peter C.B. & Sul, Donggyu, 2007.
"Bias in dynamic panel estimation with fixed effects, incidental trends and cross section dependence ,"
Journal of Econometrics ,
Elsevier, vol. 127(1), pages 162-188, March.
[Downloadable!] (restricted) Chihwa Kao & Long Liu, 2007.
"Consistent Estimation with Weak Instruments in Panel Data ,"
Center for Policy Research Working Papers
95, Center for Policy Research, Maxwell School, Syracuse University.
[Downloadable!]
Peter C.B. Phillips & Hyungsik R. Moon, 1999.
"Nonstationary Panel Data Analysis: An Overview of Some Recent Developments ,"
Cowles Foundation Discussion Papers
1221, Cowles Foundation, Yale University.
[Downloadable!]
Other versions: Moon, H.R. & Perron, B., 2002.
"Testing for a Unit Root in Panels with Dynamic Factors ,"
Cahiers de recherche
18-2002, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
[Downloadable!]
Other versions:
MOON, Hyungsik Roger & PERRON, Benoit., 2002.
"Testing for a Unit Root in Panels with Dynamic Factors ,"
Cahiers de recherche
2002-18, Universite de Montreal, Departement de sciences economiques.
[Downloadable!] Moon, H.R.Hyungsik Roger & Perron, Benoit, 2004.
"Testing for a unit root in panels with dynamic factors ,"
Journal of Econometrics ,
Elsevier, vol. 122(1), pages 81-126, September.
[Downloadable!] (restricted) Hjalmarsson, Erik, 2005.
"Predictive regressions with panel data ,"
Working Papers in Economics
160, Göteborg University, Department of Economics.
[Downloadable!]
Ai Deng, 2005.
"Understanding Spurious Regression in Financial Economics ,"
Boston University - Department of Economics - Working Papers Series
WP2005-048, Boston University - Department of Economics.
[Downloadable!]
Hyungsik R. Moon & Peter C.B. Phillips, 1999.
"Maximum Likelihood Estimation in Panels with Incidental Trends ,"
Cowles Foundation Discussion Papers
1246, Cowles Foundation, Yale University.
[Downloadable!]
Other versions:
Hyungsik Moon & Peter Phillips, 1999.
"Maximum Likelihood Estimation in Panels with Incidental Trends ,"
University of California at Santa Barbara, Economics Working Paper Series
wp6-99, Department of Economics, UC Santa Barbara.
[Downloadable!] Hyungsik R. Moon & Peter C.B. Phillips, .
"Maximum Likelihood Estimation in Panels with Incidental Trends ,"
University of California Santa Barbara - Department of Economics
6-99, California Santa Barbara - Department of Economics.
[Downloadable!] Moon, Hyungsik R & Phillips, Peter C B, 1999.
" Maximum Likelihood Estimation in Panels with Incidental Trends ,"
Oxford Bulletin of Economics and Statistics ,
Department of Economics, University of Oxford, vol. 61(0), pages 711-47, Special I.
[Downloadable!] (restricted) J. Breitung, .
"The Local Power of Some Unit Root Tests for Panel Data ,"
Sonderforschungsbereich 373
1999-69, Humboldt Universitaet Berlin.
Erik Hjalmarsson, 2005.
"Estimation of average local-to-unity roots in heterogenous panels ,"
International Finance Discussion Papers
852, Board of Governors of the Federal Reserve System (U.S.).
[Downloadable!]
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