Articles with "actual independence" as a keyword



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Model-based and actual independence for fairness-aware classification

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Published in 2017 at "Data Mining and Knowledge Discovery"

DOI: 10.1007/s10618-017-0534-x

Abstract: The goal of fairness-aware classification is to categorize data while taking into account potential issues of fairness, discrimination, neutrality, and/or independence. For example, when applying data mining technologies to university admissions, admission criteria must be… read more here.

Keywords: classification; actual independence; fairness aware; model ... See more keywords