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A Review of Partial Information Decomposition in Algorithmic Fairness and Explainability

Partial Information Decomposition (PID) is a body of work within information theory that allows one to quantify the information that several random variables provide about another random variable, either individually (unique information), redundantly (shared information), or only jointly (synergisti...

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Detalles Bibliográficos
Autores principales: Dutta, Sanghamitra, Hamman, Faisal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10217569/
https://www.ncbi.nlm.nih.gov/pubmed/37238550
http://dx.doi.org/10.3390/e25050795