Principal Components Analysis of Cointegrated Time Series
Econometric TheoryPublished 1 February 1997Open access
David Harris
Citations71
SJR quartileQ1
SJR score2.67
SNIP1.32
Generate an AI Snapshot to get a quick, structured summary of this paper.
Study Snapshot
ObjectiveStudy objective
MethodsResearch methodology
PopulationPopulation studied
Sample sizeSample sizes
OutcomesStudy outcomes here
ResultsStudy results comes here
LimitationsResearch study limitations comes here
A concise AI-generated summary of the paper will appear here once you click Generate AI Snapshot.
Abstract
This paper considers the analysis of cointegrated time series using principal components methods. These methods have the advantage of requiring neither the normalization imposed by the triangular error correction model nor the specification of a finite-order vector autoregression. An asymptotically efficient estimator of the cointegrating vectors is given, along with tests forcointegration and tests of certain linear restrictions on the cointegrating vectors. An illustrative application is provided.
Keywords
Economics, Econometrics and Finance
EconometricaCo-Integration and Error Correction: Representation, Estimation, and Testing
31,933 Citations1987Robert F. Engle, C. W. J. Granger
Journal of Economic Dynamics and ControlStatistical analysis of cointegration vectors
16,790 Citations1988Søren Johansen
Journal of EconometricsTesting the null hypothesis of stationarity against the alternative of a unit root
12,571 Citations1992Denis Kwiatkowski, Peter C.B. Phillips +2 more
EconometricaEstimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models
11,158 Citations1991Søren Johansen
EconometricaA Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems
4,914 Citations1993James H. Stock, Mark W. Watson
The Review of Economic StudiesStatistical Inference in Instrumental Variables Regression with I(1) Processes
4,777 Citations1990Peter C.B. Phillips, Bruce E. Hansen
EconometricaHeteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation
4,145 Citations1991Donald W. K. Andrews
Using these results, data-dependent automatic bandwidth/lag truncation parameters are introduced and asymptotically optimal kernel/weighting scheme and bandwidth/agreement parameters are obtained.
The Review of Economic StudiesReview of Economic Studies
2,988 Citations2010Variability And Stock, Martind. D. Evans
Journal of the American Statistical AssociationTime Series: Data Analysis and Theory.
2,671 Citations1976L. H. Koopmans, David R. Brillinger
EconometricaAsymptotic Properties of Residual Based Tests for Cointegration
1,984 Citations1990P. C. B. Phillips, Sam Ouliaris
Journal of the American Statistical AssociationTesting for Common Trends
1,924 Citations1988James H. Stock, Mark W. Watson
Journal of EconometricsTesting structural hypotheses in a multivariate cointegration analysis of the PPP and the UIP for UK
1,700 Citations1992Søren Johansen, Katarina Jusélius
EconometricaAsymptotic Properties of Least Squares Estimators of Cointegrating Vectors
1,478 Citations1987James H. Stock
Econometric TheoryAsymptotically Efficient Estimation of Cointegration Regressions
1,260 Citations1991Pentti Saikkonen
Journal of EconometricsFive alternative methods of estimating long-run equilibrium relationships
1,108 Citations1994Jesús Gonzalo
Journal of Business and Economic StatisticsTests for Parameter Instability in Regressions with 1(1) Processes
946 Citations1992Bruce E. Hansen
EconomicaLong-Run Economic Relationships: Readings in Cointegration.
934 Citations1993James Davidson, R. F. Engle +1 more
Journal of Economic Dynamics and ControlJournal of Economic Dynamics and Control
871 Citations2013Guillaume Vandenbroucke
The Review of Economic StudiesEstimating Long-Run Economic Equilibria
856 Citations1991Peter C.B. Phillips, Mico Loretan
The Review of Economic StudiesMultiple Time Series Regression with Integrated Processes
846 Citations1986P. C. B. Phillips, Steven N. Durlauf
Econometric TheoryStatistical Inference in Regressions with Integrated Processes: Part 1
755 Citations1988Joon‐Young Park, Peter C.B. Phillips
Econometric TheoryA Residual-Based Test of the Null of Cointegration Against the Alternative of No Cointegration
540 Citations1994Yongcheol Shin
Econometric TheoryEstimation and Testing of Cointegrated Systems by an Autoregressive Approximation
483 Citations1992Pentti Saikkonen
RePEc: Research Papers in EconomicsNonparametric and Semiparametric Methods in Econometrics and Statistics
368 Citations1991William Barnett, James L. Powell +1 more
Econometric TheoryConvergence to Stochastic Integrals for Dependent Heterogeneous Processes
353 Citations1992Bruce E. Hansen
Journal of the American Statistical AssociationEstimation for Partially Nonstationary Multivariate Autoregressive Models
277 Citations1990Sung K. Ahn, Gregory C. Reinsel
RePEc: Research Papers in EconomicsSpectral Regression for Cointegrated Time Series
146 Citations1988Peter C.B. Phillips
Cointegrated Economic Time Series: An Overview with New Results
105 Citations1991Robert F. Engle, B.S. Yoo
AgEcon Search (University of Minnesota, USA)A Test of the Null Hypothesis of Cointegration
53 Citations1992David Harris, Brett Inder +2 more
Econometric TheoryResidual-Based Tests for the Null of Stationarity with Applications to U.S. Macroeconomic Time Series
51 Citations1994In Choi
Econometric TheoryTesting for Cointegration in a System of Equations
42 Citations1995In Choi, Byung Chul Ahn
A test of the null hypothesis of cointegration
30 Citations1994David Harris, Brett Inder
RePEc: Research Papers in EconomicsPrincipal Components Analysis of Cointegrated Time Series
1 Citations2017David Harris
