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Privacy and Explainability: The Effects of Data Protection on Shapley Values

There is an increasing need to provide explainability for machine learning models. There are different alternatives to provide explainability, for example, local and global methods. One of the approaches is based on Shapley values. Privacy is another critical requirement when dealing with sensitive...

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Detaylı Bibliyografya
Asıl Yazarlar: Aso Bozorgpanah, Vicenç Torra, Laya Aliahmadipour
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: MDPI AG 2022-12-01
Seri Bilgileri:Technologies
Konular:
Online Erişim:https://www.mdpi.com/2227-7080/10/6/125
Etiketler: Etiketle
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