articleStatistical ScienceAug 1, 2009BRONZE OA

The Impact of Levene’s Test of Equality of Variances on Statistical Theory and Practice

George Washington University · University of Waterloo · +1 more institution

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Abstract

In many applications, the underlying scientific question concerns whether the variances of k samples are equal. There are a substantial number of tests for this problem. Many of them rely on the assumption of normality and are not robust to its violation. In 1960 Professor Howard Levene proposed a new approach to this problem by applying the F-test to the absolute deviations of the observations from their group means. Levene’s approach is powerful and robust to nonnormality and became a very popular tool for checking the homogeneity of variances. This paper reviews the original method proposed by Levene and subsequent robust modifications. A modification of Levene-type tests to increase their power to detect…

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3

Topics & keywords

Keywords
  • Levene's test
  • Mathematics
  • F-test of equality of variances
  • Statistics
  • Test (biology)
  • Econometrics
  • Statistical hypothesis testing
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