The behaviour of inconsistent instrumental variables estimators in dynamic systems with autocorrelated errors

作者: David F. Hendry

DOI: 10.1016/0304-4076(79)90076-9

关键词: AutocorrelationPredictive failure analysisEstimatorMathematicsAutoregressive modelStatisticsSample (statistics)Control variatesEconometricsInstrumental variable

摘要: Abstract To appropriately interpret time-series evidence when empirical relationships are incorrectly formulated, a general mis-specification framework is required. A linear, stationary, dynamic, simultaneous system with autoregressive errors postulated to investigate instrumental variables ables estimators the instruments unknowingly correlated equation errors. The approach uses control variates (Hendry and Harrison, Journal of Econometrics, July 1974) develop asymptotic distributions exact moments for approximations econometric estimators. accuracy results finite sample corroborated by simulation. analysis highlights need care in interpreting estimated equations tests predictive failure.

参考文章(22)
David F. Hendry, Robin W. Harrison, Monte Carlo methodology and the small sample behaviour of ordinary and two-stage least squares Journal of Econometrics. ,vol. 2, pp. 151- 174 ,(1974) , 10.1016/0304-4076(74)90037-2
D. M. Grether, G. S. Maddala, Errors in variables and serially correlated disturbances in distributed lag models Econometrica. ,vol. 41, pp. 255- 262 ,(1973) , 10.2307/1913488
John Michael Hammersley, Monte Carlo methods ,(1964)
W. M. Mikhail, A Comparative Monte Carlo Study of the Properties of Econometric Estimators Journal of the American Statistical Association. ,vol. 70, pp. 94- 104 ,(1975) , 10.1080/01621459.1975.10480268
D. F. Nicholls, A. R. Pagan, SPECIFICATION OF THE DISTURBANCE FOR EFFICIENT ESTIMATION-AN EXTENDED ANALYSIS Econometrica. ,vol. 45, pp. 211- 217 ,(1977) , 10.2307/1913297
Edmond Malinvaud, A. Silvey, Statistical methods of econometrics ,(1970)
Edward E. Leamer, False Models and Post-Data Model Construction Journal of the American Statistical Association. ,vol. 69, pp. 122- 131 ,(1974) , 10.1080/01621459.1974.10480138
C. R. Wymer, Econometric Estimation of Stochastic Differential Equation Systems Econometrica. ,vol. 40, pp. 565- 577 ,(1972) , 10.2307/1913185