Table 2. Empirical type I error of MMTs and SMT for different nominal α levels.
MMTs | SMT | ||||
---|---|---|---|---|---|
Nominal α | SKAT | SKAT-O | Burden | Linear Regression Bonferroni correction | Linear Regression BH correction |
5 ∙ 10−2 | 4.94 ∙ 10−2 | 5.22 ∙ 10−2 | 5.01 ∙ 10−2 | 4.39 ∙ 10−2 | 4.93 ∙ 10−2 |
1 ∙ 10−2 | 0.97 ∙ 10−2 | 1.10 ∙ 10−2 | 1.00 ∙ 10−2 | 0.90 ∙ 10−2 | 0.99 ∙ 10−2 |
1 ∙ 10−3 | 0.94 ∙ 10−3 | 1.12 ∙ 10−3 | 1.00 ∙ 10−3 | 0.88 ∙ 10−3 | 0.97 ∙ 10−3 |
1 ∙ 10−4 | 0.92 ∙ 10−4 | 1.17 ∙ 10−4 | 1.03 ∙ 10−4 | 0.91 ∙ 10−4 | 0.98 ∙ 10−4 |
1 ∙ 10−5 | 0.92 ∙ 10−5 | 1.10 ∙ 10−5 | 1.12 ∙ 10−5 | 1.16 ∙ 10−5 | 1.25 ∙ 10−5 |
2.5 ∙ 10−6 | 2.40 ∙ 10−6 | 2.40 ∙ 10−6 | 3.50 ∙ 10−6 | 2.40 ∙ 10−6 | 2.90 ∙ 10−6 |
Data was generated from the null model with size n = 1,000 for m = 10,000,000 replicates.