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Kadioğlu et al., 2025 - Google Patents

Surrogate Modeling to Address the Absence of Protected Membership Attributes in Fairness Evaluation

Kadioğlu et al., 2025

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Document ID
945093347224925219
Author
Kadioğlu S
Thielbar M
Publication year
Publication venue
ACM Transactions on Evolutionary Learning

External Links

Snippet

It is imperative to ensure that AI models perform well for all groups including those from underprivileged populations. By comparing the performance of models for the protected group with respect to the rest of the population, we can uncover and prevent unwanted bias …
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Classifications

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    • G06F17/30286—Information retrieval; Database structures therefor; File system structures therefor in structured data stores
    • G06F17/30587—Details of specialised database models
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06Q—DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • G06F21/62—Protecting access to data via a platform, e.g. using keys or access control rules
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    • G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
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