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Multivariate Change of Measure as Correction Method in Ethical Pricing

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Multivariate Change of Measure as Correction Method in Ethical Pricing

Bizimana, Éloi D'Amour (2023) Multivariate Change of Measure as Correction Method in Ethical Pricing. Masters thesis, Concordia University.

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Abstract

In recent years, multiple global events have drawn society's attention to fairness-related issues and various societal movements resulted from them. For many fields, the impact was immediate and substantial, but for others it has been much more timid. Insurance is one of the latter. More specifically, the way fairness is implemented in algorithms used to calculate insurance premiums has not changed in decades due in part to the lack of modernization from regulators and in part to the complexity of the issue. Nonetheless, in preparation for society's growing expectations, researchers have developed many ways to implement algorithmic fairness. An exposition is made on this concept, including qualitative and quantitative definitions of fairness as well as approaches to its implementation found in the literature. In particular, the method developed by Lindholm et al. (2022) is discussed in detail and followed up by the introduction of our own novel approach. This approach is demonstrated on simulated data, and it is shown that it can significantly reduce unfairness according to pre-determined metrics.

Divisions:Concordia University > Faculty of Arts and Science > Mathematics and Statistics
Item Type:Thesis (Masters)
Authors:Bizimana, Éloi D'Amour
Institution:Concordia University
Degree Name:M.A.
Program:Mathematics
Date:23 November 2023
Thesis Supervisor(s):Gaillardetz, Patrice and Mailhot, Mélina
ID Code:993271
Deposited By: �loi D'amour Bizimana
Deposited On:05 Jun 2024 16:27
Last Modified:05 Jun 2024 16:27
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