Posted by Dimitris Sacharidis - Giorgos Giannopoulos - Loukas Kavouras

Dimitris Sacharidis - Giorgos Giannopoulos - Loukas Kavouras

Auditing bias of recourse in classifiers (part II) 

Fairness

Introduction  Fairness is a fundamental principle reflecting our innate sense of justice and equity. The essence of fairness lies in the equitable, unbiased and just treatment of all individuals.  In our previous post (part I), we provided an introduction to the bias of recourse problem. In this post (part II), we describe our framework for […]

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Dimitris Sacharidis - Giorgos Giannopoulos - Loukas Kavouras

Auditing bias of recourse in classifiers (part I)

Fairness

Introduction  Fairness is a fundamental principle reflecting our innate sense of justice and equity. The essence of fairness lies in the equitable, unbiased and just treatment of all individuals. Nevertheless, translating this principle to specific rules, people, and systems can adhere to is highly context specific, with context meaning, social and cultural circumstances, as well […]

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