A Review of Partial Information Decomposition in Algorithmic Fairness and Explainability
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DOI: 10.3390/e25050795
Abstract: 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),… read more here.
Keywords: information; fairness explainability; information decomposition; partial information ... See more keywords