Powered by OpenAIRE graph
Found an issue? Give us feedback
addClaim

The Geometry of the Wald Test

Authors: Russell Davidson;

The Geometry of the Wald Test

Abstract

The issue of the non-invariance of the Wald test under nonlinear reparametrisations of the restrictions under test is studied from a differential geometric viewpoint. Quantities that can be defined in purely geometrical terms are by construction invariant under reparametrisation, and various attempts are made to construct a Wald test out of such invariant quantities only. Despite the existence of a wide variety of possibilities, no computationally convenient invariant test statistic emerges from the analysis, since all the statistics considered need calculations equivalent in difficulty to the estimation of the restricted model, contrary to the spirit of the Wald test. On the other hand a variant of a C(alpha) test is discussed which, while not completely invariant under reparametrisation, is very nearly so, at least in the context of the model discussed by Gregory and Veall (1985), for which the conventional Wald test is particularly badly behaved. This test is easily computed from estimates of the unrestricted model only, and Monte Carlo evidence supports the conclusion that it yields as reliable inference as any other classical test even in very small samples.

Related Organizations
Keywords

Wald test, nonlinear restrictions, ddc:330, Wald test, C( ) test, nonlinear restrictions, invariance under reparametrisation, differential geometry, geodesics, C( ) test, invariance under reparametrisation, differential geometry, geodesics

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Upload OA version
Are you the author of this publication? Upload your Open Access version to Zenodo!
It’s fast and easy, just two clicks!