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Several concepts of bivariate symmetry are discussed, and relationships between and among these various concepts are explored. One of the concepts, radial symmetry, is shown to be nonparametric in the sense that it is a property of the copula of the random variables. Examples of distributions possessing the various types of symmetry are also presented.
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Roger B. Nelsen (1993) studied this question.
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