| Literature DB >> 26881693 |
Douglas Steinley1, Michael J Brusco2, Lawrence Hubert3.
Abstract
For 30 years, the adjusted Rand index has been the preferred method for comparing 2 partitions (e.g., clusterings) of a set of observations. Although the index is widely used, little is known about its variability. Herein, the variance of the adjusted Rand index (Hubert & Arabie, 1985) is provided and its properties are explored. It is shown that a normal approximation is appropriate across a wide range of sample sizes and varying numbers of clusters. Further, it is shown that confidence intervals based on the normal distribution have desirable levels of coverage and accuracy. Finally, the first power analysis evaluating the ability to detect differences between 2, different adjusted Rand indices is provided. (PsycINFO Database Record (c) 2016 APA, all rights reserved).Mesh:
Year: 2016 PMID: 26881693 DOI: 10.1037/met0000049
Source DB: PubMed Journal: Psychol Methods ISSN: 1082-989X