Table 2.
Comparison of results for proposed methods when
| Prior | Best | FDR | TPR | |||
|---|---|---|---|---|---|---|
| n=100, p=50 | ||||||
| 1 | EXP | 0.01 (0.073) | 0.019 (0.137) | − 0.981, BHq | − 0.077 | |
| RSK | 0.009 (0.069) | 0.017 (0.129) | − 0.983, BHq | − 0.079 | ||
| NOR | 0.008 (0.065) | 0.014 (0.116) | − 0.986, BHq | − 0.08 | ||
| 2.5 | EXP | 0 (0) | 0.939 (0.116) | − 0.061, BHq | − 0.088 | |
| RSK | 0 (0) | 0.939 (0.115) | − 0.061, BHq | − 0.088 | ||
| NOR | 0 (0) | 0.939 (0.116) | − 0.061, BHq | − 0.088 | ||
| 3.5 | EXP | 0 (0) | 0.939 (0.12) | − 0.061, BHq | − 0.088 | |
| RSK | 0 (0) | 0.938 (0.12) | − 0.062, BHq | − 0.088 | ||
| NOR | 0 (0) | 0.938 (0.121) | − 0.062, BHq | − 0.088 | ||
| n=200, p=50 | ||||||
| 1 | EXP | 0.013 (0.083) | 0.024 (0.153) | − 0.976, BHq | − 0.075 | |
| RSK | 0.013 (0.084) | 0.024 (0.152) | − 0.976, BHq | − 0.074 | ||
| NOR | 0.013 (0.083) | 0.024 (0.153) | − 0.976, BHq | − 0.074 | ||
| 2.5 | EXP | 0 (0) | 0.996 (0.029) | − 0.004, BHq | − 0.087 | |
| RSK | 0 (0) | 0.996 (0.029) | − 0.004, BHq | − 0.087 | ||
| NOR | 0 (0) | 0.995 (0.031) | − 0.005, BHq | − 0.087 | ||
| 3.5 | EXP | 0 (0) | 0.997 (0.027) | − 0.003, BHq | − 0.087 | |
| RSK | 0 (0) | 0.997 (0.026) | − 0.003, BHq | − 0.087 | ||
| NOR | 0 (0) | 0.997 (0.026) | − 0.003, BHq | − 0.087 | ||
| n=200, p=100 | ||||||
| 1 | EXP | 0.045 (0.083) | 0.588 (0.489) | − 0.412, BHq | − 0.048 | |
| RSK | 0.046 (0.084) | 0.593 (0.487) | − 0.407, BHq | − 0.047 | ||
| NOR | 0.045 (0.084) | 0.585 (0.49) | − 0.415, BHq | − 0.048 | ||
| 2.5 | EXP | 0 (0) | 0.946 (0.081) | − 0.054, BHq | − 0.092 | |
| RSK | 0 (0) | 0.946 (0.081) | − 0.054, BHq | − 0.092 | ||
| NOR | 0 (0) | 0.946 (0.081) | − 0.054, BHq | − 0.092 | ||
| 3.5 | EXP | 0 (0) | 0.947 (0.081) | − 0.053, BHq | − 0.092 | |
| RSK | 0 (0) | 0.947 (0.081) | − 0.053, BHq | − 0.092 | ||
| NOR | 0 (0) | 0.946 (0.082) | − 0.054, BHq | − 0.092 | ||