Table 7.
Sequence length | λ 1 | λ 2 | TPR (%) | FPR (%) | FDR (%) |
---|---|---|---|---|---|
(a) λ1 and λ2 specified for each individual according to equation (11) | |||||
4000 | 0.13 (0.04) | 0.73 (0.23) | 93.70 | 0.0013 | 0.22 |
8000 | 0.13 (0.04) | 0.76 (0.24) | 93.33 | 0.0007 | 0.22 |
12,000 | 0.12 (0.03) | 0.76 (0.16) | 95.78 | 0.0004 | 0.22 |
16,000 | 0.13 (0.04) | 0.79 (0.22) | 94.77 | 0.0009 | 0.56 |
20,000 | 0.13 (0.04) | 0.80 (0.22) | 92.32 | 0.0005 | 0.43 |
Overall | − | − | 93.98 | 0.0007 | 0.33 |
(b) Oracle choice of λ1 and λ2: constant values across all individuals | |||||
4000 | 0.15 | 2.50 | 87.72 | 0.0013 | 0.22 |
8000 | 0.24 | 2.70 | 86.35 | 0.0007 | 0.25 |
12,000 | 0.12 | 0.0 | 94.43 | 0.0004 | 0.22 |
16,000 | 0.18 | 2.10 | 91.51 | 0.0009 | 0.60 |
20,000 | 0.16 | 20,00 | 90.18 | 0.0005 | 0.41 |
Overall | − | − | 90.04 | 0.0007 | 0.34 |