The Impact of Levene’s Test of Equality of Variances on Statistical Theory and Practice
George Washington University · University of Waterloo · +1 more institution
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…
Citation impact
- FWCI
- 5.11
- Percentile
- 100%
- References
- 142
Authors
3Topics & keywords
- Levene's test
- Mathematics
- F-test of equality of variances
- Statistics
- Test (biology)
- Econometrics
- Statistical hypothesis testing