Student’s t-test for Gaussian scale mixtures |
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Authors: | N K Bakirov G J Székely |
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Institution: | (1) Institute of Mathematics, Ufa, Russia;(2) Rényi Institute of Mathematics, Budapest, Hungary |
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Abstract: | A Student-type test is constructed under a condition weaker than normal. We assume that the errors are scale mixtures of normal
random variables and compute the critical values of the suggested s-test. Our s-test is optimal in the sense that if the level
is at most α, then the s-test provides the minimum critical values. (The most important critical values are tabulated at the
end of the paper.) For α ≤.05, the two-sided s-test is identical with Student’s classical t-test. In general, the s-test is
a t-type test, but its degree of freedom should be reduced depending on α. The s-test is applicable for many heavy-tailed
errors, including symmetric stable, Laplace, logistic, or exponential power. Our results explain when and why the P-value
corresponding to the t-statistic is robust if the underlying distribution is a scale mixture of normal distributions. Bibliography:
24 titles.
Published in Zapiski Nauchnykh Seminarov POMI, Vol. 328, 2005, pp. 5–19. |
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