Platform and Model Design for Responsible AI by Amita Kapoor & Sharmistha Chatterjee

Author:Amita Kapoor & Sharmistha Chatterjee
Language: eng
Format: epub
Publisher: Packt
Published: 2023-07-15T00:00:00+00:00

Types of fairness based on causal reasoning

The types of fairness that we’ve covered have been designed based on a directed acyclic graph, where nodes represent the attributes of an entrant and edges represent associations between the attributes. Such graphs aid in building fair classifiers and other ML algorithms, as they are driven by the relationships between the attributes and their impact on the model outcomes. The relationships can be further expressed by a different set of equations, to ascertain the impact of sensitive attributes and allow only a tolerance threshold to permit discrimination among different groups present in the population.

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