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Correlation-Based And-Operations Can Be Copulas: A Proof

13 January 2023
Enrique Miralles-Dolz
Ander Gray
E. Patelli
S. Ferson
V. Kreinovich
O. Kosheleva
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Abstract

In many practical situations, we know the probabilities aaa and bbb of two events AAA and BBB, and we want to estimate the joint probability Prob(A & B){\rm Prob}(A\,\&\,B)Prob(A&B). The algorithm that estimates the joint probability based on the known values aaa and bbb is called an and-operation. An important case when such a reconstruction is possible is when we know the correlation between AAA and BBB; we call the resulting and-operation correlation-based. On the other hand, in statistics, there is a widely used class of and-operations known as copulas. Empirical evidence seems to indicate that the correlation-based and-operation derived in https://doi.org/10.1007/978-3-031-08971-8_64 is a copula, but until now, no proof of this statement was available. In this paper, we provide such a proof.

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