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Published at December 4

Data Acquisition for Improving Model Fairness using Reinforcement Learning

cs.LG

cs.CY

Released Date: December 4, 2024

Authors: Jahid Hasan¹, Romila Pradhan¹

Aff.: ¹Purdue University

Arxiv: http://arxiv.org/pdf/2412.03009v1

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Dataset	Adult Income	Credit	ACSPublicHealth	ACSMobility	ACSEmployment	ACSIncome
Size	$45,222$	$150,000$	$138,554$	$80,329$	$378,817$	$250,847$
No. of features	8	10	19	22	16	11
Minority Group (U)	Female	Age < 35	Female	Afr.-Am.	Afr.-Am.	Female
Population of U (%)	33	12.8	55.9	5.2	4.8	47.2
Positive Labels in U (%)	11	11	35	73	39	34
Predictive Task	income> $50K?	serious delay in 2 years?	has public insurance coverage?	moved address last year?	employed?	income> $50K?