We study the problem of transforming a multi-way contingency table into an equivalent table with uniform margins and same dependence structure. Such a problem relates to recent developments in copula modeling for discrete random vectors. Here, we focus on three-way binary tables and show that, even in such a simple case, the situation is quite different than for two-way tables. Many more constraints are needed to ensure a unique solution to the problem. Therefore, the uniqueness of the transformed table is subject to arbitrary choices of the practitioner. We illustrate the theory through some examples, and conclude with a discussion on the topic and future research directions.
Multi-way Contingency Tables with Uniform Margins / Perrone, Elisa; Fontana, Roberto; Rapallo, Fabio. - (2024), pp. 329-356. (Intervento presentato al convegno SMPS 2024: International Conference on Soft Methods in Probability and Statistics tenutosi a Salzburg, Austria nel 3 Sept 2024 - 6 Sept 2024) [10.1007/978-3-031-65993-5_43].
Multi-way Contingency Tables with Uniform Margins
Roberto Fontana;Fabio Rapallo
2024
Abstract
We study the problem of transforming a multi-way contingency table into an equivalent table with uniform margins and same dependence structure. Such a problem relates to recent developments in copula modeling for discrete random vectors. Here, we focus on three-way binary tables and show that, even in such a simple case, the situation is quite different than for two-way tables. Many more constraints are needed to ensure a unique solution to the problem. Therefore, the uniqueness of the transformed table is subject to arbitrary choices of the practitioner. We illustrate the theory through some examples, and conclude with a discussion on the topic and future research directions.File | Dimensione | Formato | |
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SMPS_2024 final manuscript.pdf
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https://hdl.handle.net/11583/2998007