Table 8: The effect of the number of true signals on the performance of the GLRT.
Marginal Count |
n.j |
rr |
Power |
Sensitivity |
FDR |
Scenario 2.1: Randomly select 10 common signals with homogenerous rr |
|||||
NA |
AS |
1 |
0.071 |
NA |
0.068 |
NA |
AS |
2 |
0.246 |
0.076 |
0.059 |
NA |
AS |
3 |
0.996 |
0.14081 |
0.021 |
NA |
AS |
5 |
1 |
0.45008 |
0.006 |
NA |
AS |
7 |
1 |
0.69561 |
0.0030 |
NA |
AS |
9 |
1 |
0.80329 |
0.00265 |
Scenario 2.2: Randomly select 20 common signals with homogenerous rr |
|||||
NA |
AS |
1 |
0.059 |
NA |
0.058 |
NA |
AS |
2 |
0.535 |
0.01639 |
0.005 |
NA |
AS |
3 |
1 |
0.1601 |
0.0082 |
NA |
AS |
5 |
1 |
0.5631 |
0.0029 |
NA |
AS |
7 |
1 |
0.72354 |
0.00145 |
NA |
AS |
9 |
1 |
0.85018 |
0.00137 |
Scenario 2.3: Randomly select 30 common signals with homogenerous rr |
|||||
NA |
AS |
1 |
0.063 |
NA |
0.063 |
NA |
AS |
2 |
0.837 |
0.01416 |
0.0449 |
NA |
AS |
3 |
1 |
0.1629 |
0.0052 |
NA |
AS |
5 |
1 |
0.5048 |
0.0012 |
NA |
AS |
7 |
1 |
0.7393 |
0.0009 |
NA |
AS |
9 |
1 |
0.9461 |
0.0008 |
AS: Actual sample size; NA: Not applicable.