Correlation-Based And-Operations Can Be Copulas: A Proof
Other Statistics
2023-01-16 v1 Logic
Probability
Applications
Computation
Abstract
In many practical situations, we know the probabilities and of two events and , and we want to estimate the joint probability . The algorithm that estimates the joint probability based on the known values and is called an and-operation. An important case when such a reconstruction is possible is when we know the correlation between and ; 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.
Cite
@article{arxiv.2301.05507,
title = {Correlation-Based And-Operations Can Be Copulas: A Proof},
author = {Enrique Miralles-Dolz and Ander Gray and Edoardo Patelli and Scott Ferson and Vladik Kreinovich and Olga Kosheleva},
journal= {arXiv preprint arXiv:2301.05507},
year = {2023}
}