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holistic-ai
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bias_mitigation_benchmark

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binary_classification_preprocessing · 19 rows

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train · 19 rows

Unnamed: 0 stringlengths 9 22	CorrelationRemover float64 0.06 1.62	Reweighing float64 0.06 4.6	DisparateImpactRemover float64 0.08 33.1	LearningFairRepresentation float64 0.08 16.7
Mean Score	0.886568	0.875088	0.864556	0.863185
Std Score	0.058084	0.060448	0.075434	0.079973
Mean Time	1.622713	4.598107	33.054083	16.696009
acsincome_race	0.876319	0.839437	0.842387	0.731448
acsincome_sex	0.866683	0.86342	0.867943	0.835478
acspublic_race	0.876379	0.876459	0.874702	0.851131
acspublic_sex	0.866163	0.860615	0.85704	0.838606
adult_race	0.922202	0.878467	0.884868	0.869641
adult_sex	0.877477	0.875332	0.666232	0.87822
bank_marketing_marital	0.948296	0.943675	0.934811	0.940838
census_kdd_sex	0.950083	0.96044	0.955457	0.970146
clinical_records_sex	0.841667	0.808333	0.841667	0.791667
compass_race	0.768245	0.746427	0.749015	0.706091
compass_sex	0.771225	0.779931	0.797351	0.766775
diabetes_race	0.944259	0.944259	0.944259	0.944259
diabetes_sex	0.944259	0.944259	0.944259	0.944259
german_credit_sex	0.847143	0.846171	0.844167	0.8525
law_school_race	0.944548	0.896543	0.892408	0.944952
law_school_sex	0.940135	0.937646	0.936327	0.944952

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4 items • Updated Nov 9