Conditions for the Effectiveness of a Preliminary Test of Variance
We evaluate the performance of the F test for the equality of two variances as a preliminary test to determine the appropriateness of the two-sample t test. When sampling is from a normal distribution, our results indicate that, for equal sample sizes, the t test is insensitive to variance heterogen...
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Veröffentlicht in: | The American statistician 1990-11, Vol.44 (4), p.322-326 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | We evaluate the performance of the F test for the equality of two variances as a preliminary test to determine the appropriateness of the two-sample t test. When sampling is from a normal distribution, our results indicate that, for equal sample sizes, the t test is insensitive to variance heterogeneity and hence no preliminary test is necessary. For unequal sample sizes, the F test has small probability of detecting many alternatives for which the t test performs poorly, and so the F test is not an effective preliminary test. When sampling is from other distributions, our results confirm the sensitivity of the F test to the normality assumption. |
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ISSN: | 0003-1305 1537-2731 |
DOI: | 10.1080/00031305.1990.10475752 |