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On the Sensitivity of Simultaneous-Equations Estimators to the Stochastic Assumptions of the Models

 

作者: J.G. Cragg,  

 

期刊: Journal of the American Statistical Association  (Taylor Available online 1966)
卷期: Volume 61, issue 313  

页码: 136-151

 

ISSN:0162-1459

 

年代: 1966

 

DOI:10.1080/01621459.1966.10502014

 

出版商: Taylor & Francis Group

 

数据来源: Taylor

 

摘要:

The paper reports the results of several sampling experiments investigating the sensitivity of various simultaneous-equations estimators to errors in the exogenous variables, stochastic coefficients, heteroskedastic disturbances and auto correlated disturbances. The estimates studied are direct least squares, two-stage least squares, Nagar's unbiasedk-class estimator, limited-information maximum likelihood, three-stage least squares, and full-information maximum likelihood. Stochastic coefficients altered the ranking of the estimators and increased their dispersions greatly. The other conditions did not produce great changes in the rankings of the estimators, the central tendencies of their distributions or the usefulness of their standard errors.

 

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