Literature DB >> 26881693

The variance of the adjusted Rand index.

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


  9 in total

1.  Quantitative analysis of heterogeneity in academic achievement of children with autism.

Authors:  Lang Chen; Daniel A Abrams; Miriam Rosenberg-Lee; Teresa Iuculano; Holly N Wakeman; Sandhya Prathap; Tianwen Chen; Vinod Menon
Journal:  Clin Psychol Sci       Date:  2018-11-14

2.  Toward more efficient diagnostic criteria sets and rules: The use of optimization approaches in addiction science.

Authors:  Jordan E Stevens; Douglas Steinley; Yoanna E McDowell; Cassandra L Boness; Timothy J Trull; Christopher S Martin; Kenneth J Sher
Journal:  Addict Behav       Date:  2019-02-05       Impact factor: 3.913

3.  Detecting Clusters/Communities in Social Networks.

Authors:  Michaela Hoffman; Douglas Steinley; Kathleen M Gates; Mitchell J Prinstein; Michael J Brusco
Journal:  Multivariate Behav Res       Date:  2017-12-08       Impact factor: 5.923

4.  On maximization of the modularity index in network psychometrics.

Authors:  Michael J Brusco; Douglas Steinley; Ashley L Watts
Journal:  Behav Res Methods       Date:  2022-10-18

5.  A method for making inferences in network analysis: Comment on Forbes, Wright, Markon, and Krueger (2017).

Authors:  Douglas Steinley; Michaela Hoffman; Michael J Brusco; Kenneth J Sher
Journal:  J Abnorm Psychol       Date:  2017-10

6.  Integration of brain and behavior measures for identification of data-driven groups cutting across children with ASD, ADHD, or OCD.

Authors:  Grace R Jacobs; Aristotle N Voineskos; Colin Hawco; Laura Stefanik; Natalie J Forde; Erin W Dickie; Meng-Chuan Lai; Peter Szatmari; Russell Schachar; Jennifer Crosbie; Paul D Arnold; Anna Goldenberg; Lauren Erdman; Stephanie H Ameis
Journal:  Neuropsychopharmacology       Date:  2020-11-09       Impact factor: 7.853

7.  A new fast method for inferring multiple consensus trees using k-medoids.

Authors:  Nadia Tahiri; Matthieu Willems; Vladimir Makarenkov
Journal:  BMC Evol Biol       Date:  2018-04-05       Impact factor: 3.260

8.  Combinatorial Optimization of Clustering Decisions: An Approach to Refine Psychiatric Diagnoses.

Authors:  Jordan E Loeffelman; Douglas Steinley; Cassandra L Boness; Timothy J Trull; Phillip K Wood; Michael J Brusco; Kenneth J Sher
Journal:  Multivariate Behav Res       Date:  2020-02-13       Impact factor: 5.923

9.  scREAD: A Single-Cell RNA-Seq Database for Alzheimer's Disease.

Authors:  Jing Jiang; Cankun Wang; Ren Qi; Hongjun Fu; Qin Ma
Journal:  iScience       Date:  2020-11-05
  9 in total

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