Zero patterns in multi-way binary contingency tables with uniform margins

We study the problem of transforming a multi-way contingency table into an equivalent table with uniform margins and same dependence structure. This is an old question which relates to recent advances in copula modeling for discrete random vectors. In this work, we focus on multi-way binary tables and develop novel theory to show how the zero patterns affect the existence of the transformation as well as its statistical interpretability in terms of dependence structure. The implementation of the theory relies on combinatorial and linear programming techniques, which can also be applied to arbitrary multi-way tables. In addition, we investigate which odds ratios characterize the unique solution in relation to specific zero patterns. Several examples are described to illustrate the approach and point to interesting future research directions.

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Publication Details

Journal
International Journal of Approximate Reasoning
Published
2025-10-04
DOI
https://doi.org/10.1016/j.ijar.2025.109582
Primary Topic
Commutative Algebra and Its Applications
Type
article
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article

Zero patterns in multi-way binary contingency tables with uniform margins

Roberto Fontana, Elisa Perrone, Fabio Rapallo
International Journal of Approximate Reasoning
Commutative Algebra and Its Applications
article

Zero patterns in multi-way binary contingency tables with uniform margins

Roberto Fontana, Elisa Perrone, Fabio Rapallo
article en

Abstract

We study the problem of transforming a multi-way contingency table into an equivalent table with uniform margins and same dependence structure. This is an old question which relates to recent advances in copula modeling for discrete random vectors. In this work, we focus on multi-way binary tables and develop novel theory to show how the zero patterns affect the existence of the transformation as well as its statistical interpretability in terms of dependence structure. The implementation of the theory relies on combinatorial and linear programming techniques, which can also be applied to arbitrary multi-way tables. In addition, we investigate which odds ratios characterize the unique solution in relation to specific zero patterns. Several examples are described to illustrate the approach and point to interesting future research directions.

International Journal of Approximate ReasoningVol. 188
Politecnico di Torino (IT), Eindhoven University of Technology (NL), University of Genoa (IT)
Openalex Percentile: Top 65%
Commutative Algebra and Its Applications
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Zero patterns in multi-way binary contingency tables with uniform margins — Roberto Fontana, Elisa Perrone, et al. · International Journal of Approximate Reasoning (2025) | TGRS Research Map | TGRS