Visualising Departures from Symmetry and Bowker's X2 Statistic

被引:3
|
作者
Beh, Eric J. [1 ,2 ]
Lombardo, Rosaria [3 ]
机构
[1] Univ Wollongong, Natl Inst Appl Stat Res Australia NIASRA, Wollongong, NSW 2522, Australia
[2] Stellenbosch Univ, Dept Stat & Actuarial Sci, ZA-7602 Stellenbosch, South Africa
[3] Univ Campania, Dept Econ, I-810423 Capua, CE, Italy
来源
SYMMETRY-BASEL | 2022年 / 14卷 / 06期
关键词
correspondence analysis; Bowker's chi-squared statistic; singular value decomposition; skew-symmetric matrix; SQUARE CONTINGENCY-TABLES;
D O I
10.3390/sym14061103
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Sometimes, the same categorical variable is studied over different time periods or across different cohorts at the same time. One may consider, for example, a study of voting behaviour of different age groups across different elections, or the study of the same variable exposed to a child and a parent. For such studies, it is interesting to investigate how similar, or different, the variable is between the two time points or cohorts and so a study of the departure from symmetry of the variable is important. In this paper, we present a method of visualising any departures from symmetry using correspondence analysis. Typically, correspondence analysis uses Pearson's chi-squared statistic as the foundation for all of its numerical and visual features. In the case of studying the symmetry of a variable, Bowker's chi-squared statistic, presented in 1948, provides a simple numerical means of assessing symmetry. Therefore, this paper shall discuss how a correspondence analysis can be performed to study the symmetry (or lack thereof) of a categorical variable when Bowker's statistic is considered. The technique presented here provides an extension to the approach developed by Michael Greenacre in 2000.
引用
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页数:25
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