Matches in SemOpenAlex for { <https://semopenalex.org/work/W4286971644> ?p ?o ?g. }
Showing items 1 to 46 of
46
with 100 items per page.
- W4286971644 abstract "Algorithms and models are increasingly deployed to inform decisions about people, inevitably affecting their lives. As a consequence, those in charge of developing these models must carefully evaluate their impact on different groups of people and favour group fairness, that is, ensure that groups determined by sensitive demographic attributes, such as race or sex, are not treated unjustly. To achieve this goal, the availability (awareness) of these demographic attributes to those evaluating the impact of these models is fundamental. Unfortunately, collecting and storing these attributes is often in conflict with industry practices and legislation on data minimisation and privacy. For this reason, it can be hard to measure the group fairness of trained models, even from within the companies developing them. In this work, we tackle the problem of measuring group fairness under unawareness of sensitive attributes, by using techniques from quantification, a supervised learning task concerned with directly providing group-level prevalence estimates (rather than individual-level class labels). We show that quantification approaches are particularly suited to tackle the fairness-under-unawareness problem, as they are robust to inevitable distribution shifts while at the same time decoupling the (desirable) objective of measuring group fairness from the (undesirable) side effect of allowing the inference of sensitive attributes of individuals. More in detail, we show that fairness under unawareness can be cast as a quantification problem and solved with proven methods from the quantification literature. We show that these methods outperform previous approaches to measure demographic parity in five experimental protocols, corresponding to important challenges that complicate the estimation of classifier fairness under unawareness." @default.
- W4286971644 created "2022-07-25" @default.
- W4286971644 creator A5058089546 @default.
- W4286971644 creator A5063975186 @default.
- W4286971644 creator A5082069715 @default.
- W4286971644 creator A5086354805 @default.
- W4286971644 date "2021-09-17" @default.
- W4286971644 modified "2023-10-17" @default.
- W4286971644 title "Measuring Fairness under Unawareness of Sensitive Attributes: A Quantification-Based Approach" @default.
- W4286971644 hasPublicationYear "2021" @default.
- W4286971644 type Work @default.
- W4286971644 citedByCount "0" @default.
- W4286971644 crossrefType "posted-content" @default.
- W4286971644 hasAuthorship W4286971644A5058089546 @default.
- W4286971644 hasAuthorship W4286971644A5063975186 @default.
- W4286971644 hasAuthorship W4286971644A5082069715 @default.
- W4286971644 hasAuthorship W4286971644A5086354805 @default.
- W4286971644 hasBestOaLocation W42869716441 @default.
- W4286971644 hasConcept C112930515 @default.
- W4286971644 hasConcept C119857082 @default.
- W4286971644 hasConcept C144133560 @default.
- W4286971644 hasConcept C154945302 @default.
- W4286971644 hasConcept C2776214188 @default.
- W4286971644 hasConcept C41008148 @default.
- W4286971644 hasConceptScore W4286971644C112930515 @default.
- W4286971644 hasConceptScore W4286971644C119857082 @default.
- W4286971644 hasConceptScore W4286971644C144133560 @default.
- W4286971644 hasConceptScore W4286971644C154945302 @default.
- W4286971644 hasConceptScore W4286971644C2776214188 @default.
- W4286971644 hasConceptScore W4286971644C41008148 @default.
- W4286971644 hasLocation W42869716441 @default.
- W4286971644 hasOpenAccess W4286971644 @default.
- W4286971644 hasPrimaryLocation W42869716441 @default.
- W4286971644 hasRelatedWork W11144228 @default.
- W4286971644 hasRelatedWork W11849241 @default.
- W4286971644 hasRelatedWork W11991885 @default.
- W4286971644 hasRelatedWork W12278135 @default.
- W4286971644 hasRelatedWork W354644 @default.
- W4286971644 hasRelatedWork W3987941 @default.
- W4286971644 hasRelatedWork W4505823 @default.
- W4286971644 hasRelatedWork W592020 @default.
- W4286971644 hasRelatedWork W9329549 @default.
- W4286971644 hasRelatedWork W13761807 @default.
- W4286971644 isParatext "false" @default.
- W4286971644 isRetracted "false" @default.
- W4286971644 workType "article" @default.