Literature DB >> 35707217

Robust analogs to the coefficient of variation.

Chandima N P G Arachchige1, Luke A Prendergast1, Robert G Staudte1.   

Abstract

The coefficient of variation (CV) is commonly used to measure relative dispersion. However, since it is based on the sample mean and standard deviation, outliers can adversely affect it. Additionally, for skewed distributions the mean and standard deviation may be difficult to interpret and, consequently, that may also be the case for the CV . Here we investigate the extent to which quantile-based measures of relative dispersion can provide appropriate summary information as an alternative to the CV. In particular, we investigate two measures, the first being the interquartile range (in lieu of the standard deviation), divided by the median (in lieu of the mean), and the second being the median absolute deviation, divided by the median, as robust estimators of relative dispersion. In addition to comparing the influence functions of the competing estimators and their asymptotic biases and variances, we compare interval estimators using simulation studies to assess coverage.
© 2020 Informa UK Limited, trading as Taylor & Francis Group.

Entities:  

Keywords:  62G35; Influence function; median absolute deviation; quantile density

Year:  2020        PMID: 35707217      PMCID: PMC9196089          DOI: 10.1080/02664763.2020.1808599

Source DB:  PubMed          Journal:  J Appl Stat        ISSN: 0266-4763            Impact factor:   1.416


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