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Found 4 papers, 1 papers with code
Can Poverty Be Reduced by Acting on Discrimination? An Agent-based Model for Policy Making
We classify policies as discriminatory or non-discriminatory against the poor, with the support of specialized NGOs, and we observe the results in the AABM in terms of the impact on wealth inequality.
Structural Group Unfairness: Measurement and Mitigation by means of the Effective Resistance
We denote the social capital disparity among different groups in a network as structural group unfairness, and propose to mitigate it by means of a budgeted edge augmentation heuristic that systematically increases the social capital of the most disadvantaged group.
The crime of being poor
The criminalization of poverty has been widely denounced as a collective bias against the most vulnerable.
Fairness: from the ethical principle to the practice of Machine Learning development as an ongoing agreement with stakeholders
This paper clarifies why bias cannot be completely mitigated in Machine Learning (ML) and proposes an end-to-end methodology to translate the ethical principle of justice and fairness into the practice of ML development as an ongoing agreement with stakeholders.
