Testing a linear regression model against nonparametric alternatives

Testing a linear regression model against nonparametric alternatives

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Article ID: iaor19942044
Country: Germany
Volume: 40
Start Page Number: 367
End Page Number: 379
Publication Date: Oct 1993
Journal: Metrika
Authors:
Abstract:

As a test statistic for testing goodness-of-fit of a linear regression model, the paper proposes a ratio of quadratic forms measuring the distance between parametric and nonparametric fits, relative to the estimated error variance. The test statistic is a modification of the statistic suggested by Härdle and Mammen. The asymptotic distribution under the hypothesis is established. The finite sample behaviour of the test is investigated in a Monte Carlo study, and is illustrated for two applications.

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