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This is the first of two papers describing a study of the effect of departures from assumptions, other than normality, on the null-distribution of the F-statistic in the analysis of variance. In this paper, certain theorems required in the study and concerning the distribution of quadratic forms in multi-normally distributed variables are first enunciated and simple approximations tested numerically. The results are then applied to determine the effect of group-to-group inequality of variance in the one-way classification. It appears that if the groups are equal, moderate inequality of variance does not seriously affect the test. However, with unequal groups, much larger discrepancies appear. In a second paper, similar methods are used to determine the effect of inequality of variance and serial correlation between errors in the two-way classification.
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George E. P. Box
University of Wisconsin System
The Annals of Mathematical Statistics
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George E. P. Box (Tue,) studied this question.
synapsesocial.com/papers/6a09685436c3abab5045b1d4 — DOI: https://doi.org/10.1214/aoms/1177728786