Two-way contingency tables illustrate the relationship between two discrete variables. Their corresponding probability tables can beregarded as an element in a simplex. Herein we discuss the symmetry of a square contingency table with the same row and columnclassifications. Specifically, we identify symmetric probability tables as a linear subspace using the Aitchison geometry of thesimplex. Then given a probability table, an orthogonal projection onto the symmetric subspace yields the nearest symmetric table. The(i, j) cell of the nearest symmetric table is characterized as the geometric mean of symmetric cells. This characterization does notagree with the standard maximum likelihood estimators, except in the symmetric case. The original probability table is subsequentlydecomposed into symmetric and skew-symmetric tables, which are orthogonal to each other. Finally, we develop a method to test thesymmetry of a contingency table based on a parametric bootstrap and provide an example.
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Nakamura et al. (2024) studied this question.
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