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- DictionaryFair·ness/ˈfernəs/
noun
- 1. impartial and just treatment or behavior without favoritism or discrimination: "part of my role is to ensure fairness to all parties"
- 2. the quality of having light-colored hair or a pale complexion: "descriptions emphasize the fairness of her skin"
12 hours ago · Group fairness, as studied in Chap. 8 , considered fairness from a global perspective, in the entire population, by attempting to answer the question “are individuals in the advantaged group and in the...
1 day ago · Marginal Fairness Sliced Wasserstein Barycenter. The sliced Wasserstein barycenter (SWB) is a widely acknowledged method for efficiently generalizing the averaging operation within probability measure spaces. However, achieving marginal fairness SWB, ensuring approximately equal distances from the barycenter to marginals, remains unexplored.
5 days ago · fairness- and accuracy-improvable. To define fairness- and accuracy-improvability, we build on the framework of Liang et al. (2022). An algorithm is defined to be a mapping from a vector space of observed covariates (e.g. a medical profile) into a prediction (e.g. a medical diagnosis). There are two predefined groups.
1 day ago · Demonstrating fairness involves considering all sides of a story before making a judgment, ensuring that your actions don’t favor one person over another without just cause, and standing up ...
3 days ago · Surprisingly, more liberal-leaning participants, rather than participants reporting experiences with discrimination, were more likely to prioritize fairness than other groups and highlight the importance of paying attention to who gets to define “responsible AI.” Expand
4 days ago · 1 Define Fairness. Fairness in scheduling is subjective and varies across different organizations and industries. To ensure fairness, you must first define what it means for your specific context ...
1 day ago · The uniform weighted SWB is not necessarily the optimal choice to obtain the desired marginal fairness barycenter due to the heterogeneous structure of marginals and the non-optimality of the optimization. As the first attempt to tackle the problem, we define the marginal fairness sliced Wasserstein barycenter (MFSWB) as a constrained SWB problem.
