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Size-adaptive Hypothesis Testing for Fairness on Adult (subgroups)

-0.127Confidence IntervalBayesian CI with uniform prior
-0.27676-0.23788-0.199-0.16012Jun 24, 2026

Evaluation results

MethodLinks
Bayesian CI with uniform priorSubgroup=Black, nS=15222026.06-0.127
Asymptotic normal CISubgroup=Black, nS=15222026.06-0.13
Bootstrapping CISubgroup=Black, nS=15222026.06-0.13
Bayesian CI with empirical prior (SAFT)Subgroup=Black, nS=1522, lambda=0.52026.06-0.138
Bayesian CI with empirical prior (SAFT)Subgroup=Black, nS=1522, lambda=12026.06-0.138
Bayesian CI with empirical prior (SAFT)Subgroup=Black, nS=1522, lambda=22026.06-0.138
Bayesian CI with empirical prior (SAFT)Subgroup=Black, nS=1522, lambda=52026.06-0.139
Bayesian CI with empirical prior (SAFT)Subgroup=A.P.I., Over 65, Male, nS=12, lambda=52026.06-0.156
Bayesian CI with uniform priorSubgroup=White, Over 65, Female, nS=2102026.06-0.174
Bayesian CI with uniform priorSubgroup=A.P.I., Over 65, Male, nS=122026.06-0.176
Bayesian CI with empirical prior (SAFT)Subgroup=White, Over 65, Female, nS=210, lambda=52026.06-0.176
Bayesian CI with empirical prior (SAFT)Subgroup=A.P.I., Over 65, Male, nS=12, lambda=22026.06-0.177
Bayesian CI with empirical prior (SAFT)Subgroup=White, Over 65, Female, nS=210, lambda=22026.06-0.177
Bootstrapping CISubgroup=White, Over 65, Female, nS=2102026.06-0.178
Bayesian CI with empirical prior (SAFT)Subgroup=White, Over 65, Female, nS=210, lambda=0.52026.06-0.179
Bayesian CI with empirical prior (SAFT)Subgroup=White, Over 65, Female, nS=210, lambda=12026.06-0.179
Asymptotic normal CISubgroup=White, Over 65, Female, nS=2102026.06-0.182
Bayesian CI with uniform priorSubgroup=Other, Under 18, Female, nS=22026.06-0.19
Bayesian CI with empirical prior (SAFT)Subgroup=Other, Under 18, Female, nS=2, lambda=52026.06-0.195
Bayesian CI with empirical prior (SAFT)Subgroup=A.P.I., Over 65, Male, nS=12, lambda=0.52026.06-0.196
Bayesian CI with empirical prior (SAFT)Subgroup=A.P.I., Over 65, Male, nS=12, lambda=12026.06-0.196
Bootstrapping CISubgroup=A.P.I., Over 65, Male, nS=122026.06-0.203
Asymptotic normal CISubgroup=Other, Under 18, Female, nS=22026.06-0.204
Bootstrapping CISubgroup=Other, Under 18, Female, nS=22026.06-0.204
Bayesian CI with empirical prior (SAFT)Subgroup=Other, Under 18, Female, nS=2, lambda=22026.06-0.228
Bayesian CI with empirical prior (SAFT)Subgroup=Other, Under 18, Female, nS=2, lambda=12026.06-0.236
Bayesian CI with empirical prior (SAFT)Subgroup=Other, Under 18, Female, nS=2, lambda=0.52026.06-0.24
Asymptotic normal CISubgroup=A.P.I., Over 65, Male, nS=122026.06-0.271