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Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach

Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_crossref_primary_10_1613_jair_1_14033

Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach

About this item

Full title

Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach

Journal title

The Journal of artificial intelligence research, 2023-01, Vol.76, p.1117-1180

Language

English

Formats

More information

Scope and Contents

Contents

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, suc...

Alternative Titles

Full title

Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_crossref_primary_10_1613_jair_1_14033

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_crossref_primary_10_1613_jair_1_14033

Other Identifiers

ISSN

1076-9757

E-ISSN

1076-9757

DOI

10.1613/jair.1.14033

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