Table 6 Simulation study 2 with nX=nY=30 and 100 runs
From: Identification of differentially expressed genes by means of outlier detection
Number of | 1 block | 2 blocks | |||||
DE genes | α | α | |||||
per block | 0.1 | 0.05 | 0.01 | 0.1 | 0.05 | 0.01 | |
5 | \(\hat {p}_{m}\) | 0 | 0 | 0 | 0 | 0 | 0 |
% | 100 (0) | 100 (0) | 100 (0) | 100 (0) | 100 (0) | 100 (0) | |
20 | \(\hat {p}_{m}\) | 0 | 0 | 0 | 0 | 0 | 0 |
% | 100 (0) | 100 (0) | 100 (0) | 100 (0) | 100 (0) | 100 (0) | |
100 | \(\hat {p}_{m}\) | 0 | 0 | 0 | 0 | 0 | 0 |
% | 100 (0) | 100 (0) | 100 (0) | 100 (0) | 100 (0) | 100 (0) | |
Number of | 3 blocks | ||||||
DE genes | α | ||||||
per block | 0.1 | 0.05 | 0.01 | ||||
5 | \(\hat {p}_{m}\) | 0 | 0 | 0 | |||
% | 100 (0) | 100 (0) | 100 (0) | ||||
20 | \(\hat {p}_{m}\) | 0 | 0 | 0.01 | |||
% | 100 | 100 | 99.9 (0.7) | ||||
100 | \(\hat {p}_{m}\) | 0 | 0.01 | 0.04 | |||
% | 100 (0) | 100.0 (0.0) | 99.8 (1.9) | ||||