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Tests for Specification Errors in Classical Linear Least-Squares Regression Analysis

James B. Ramsey

Abstract

Summary The effects on the distribution of least-squares residuals of a series of model mis-specifications are considered. It is shown that for a variety of specification errors the distributions of the least-squares residuals are normal, but with non-zero means. An alternative predictor of the disturbance vector is used in developing four procedures for testing for the presence of specification error. The specification errors considered are omitted variables, incorrect functional form, simultaneous equation problems and heteroskedasticity.

Statistical and numerical algorithmsAdvanced Statistical Methods and ModelsSpectroscopy and Chemometric AnalysesStatisticsLinear regressionTotal least squaresMathematicsGeneralized least squaresRegressionLeast-squares function approximationRegression analysisApplied mathematicsComputer science
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Journal of the American Statistical Association · 1951 · 3,696 citations
The Kolmogorov-Smirnov Test for Goodness of Fit
Journal of the American Statistical Association · 1951 · 5,690 citations
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