From: The impact of measurement errors in the identification of regulatory networks
EM | n | β 1 | β 2 | β 3 | β 4 | β 5 | β 6 | β 7 | β 8 | β 9 |
---|---|---|---|---|---|---|---|---|---|---|
0 | -0.1 | -0.2 | -0.3 | -0.4 | 0.5 | 0.6 | 0.7 | 0.8 | ||
0 | 50 | 4.94 | 9.06 | 21.57 | 41.73 | 63.19 | 81.09 | 92.15 | 97.24 | 99.03 |
100 | 4.90 | 13.82 | 42.31 | 74.11 | 93.20 | 98.83 | 99.87 | 100.0 | 100.0 | |
200 | 4.99 | 25.62 | 72.24 | 96.64 | 99.95 | 99.99 | 100.0 | 100.0 | 100.0 | |
400 | 5.17 | 44.31 | 95.53 | 99.98 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | |
0.2 | 50 | 4.81 (4.73) | 8.24 (8.45) | 17.52 (18.12) | 34.39 (34.94) | 54.86 (55.38) | 76.09 (73.71) | 88.70 (86.95) | 95.40 (94.61) | 98.12 (97.69) |
100 | 5.30 (5.20) | 11.35 (12.27) | 34.69 (36.27) | 65.53 (67.16) | 88.92 (89.57) | 98.22 (97.81) | 99.76 (99.66) | 99.97 (99.96) | 100.0 (100.0) | |
200 | 5.23 (5.25) | 19.93 (22.02) | 62.73 (65.22) | 92.67 (93.53) | 99.50 (99.58) | 99.99 (99.99) | 100.0 (100.0) | 100.0 (100.0) | 100.0 (100.0) | |
400 | 5.05 (5.09) | 36.11 (40.14) | 90.44 (92.05) | 99.86 (99.92) | 100.0 (100.0) | 100.0 (100.0) | 100.0 (100.0) | 100.0 (100.0) | 100.0 (100.0) | |
0.4 | 50 | - | - | - | - | - | - | - | - | - |
100 | 5.87 (5.17) | 7.91 (9.77) | 21.92 (25.30) | 45.15 (48.55) | 70.62 (72.95) | 93.44 (88.64) | 98.29 (96.46) | 99.63 (99.13) | 99.96 (99.82) | |
200 | 5.59 (5.13) | 11.58 (16.32) | 40.43 (47.45) | 76.71 (81.23) | 95.15 (96.48) | 99.88 (99.58) | 100.0 (99.99) | 100.0 (100.0) | 100.0 (100.0) | |
400 | 5.84 (4.76) | 19.00 (28.10) | 68.88 (77.88) | 98.88 (98.36) | 99.93 (99.98) | 100.0 (100.0) | 100.0 (100.0) | 100.0 (100.0) | 100.0 (100.0) | |
0.6 | 50 | - | - | - | - | - | - | - | - | - |
100 | - | - | - | - | - | - | - | - | - | |
200 | 6.79 (4.71) | 6.75 (10.73) | 20.87 (28.78) | 48.56 (57.07) | 77.02 (81.95) | 98.53 (93.71) | 99.81 (98.52) | 99.99 (99.76) | 100.0 (99.99) | |
400 | 8.42 (4.48) | 8.88 (18.17) | 38.42 (54.88) | 78.94 (88.15) | 97.28 (98.78) | 99.99 (99.91) | 100.0 (100.0) | 100.0 (100.0) | 100.0 (100.0) | |
0.8 | 50 | - | - | - | - | - | - | - | - | - |
100 | - | - | - | - | - | - | - | - | - | |
200 | - | - | - | - | - | - | - | - | - | |
400 | 10.95 (4.40) | 5.22 (10.97) | 17.99 (33.05) | 48.43 (63.97) | 79.65 (87.84) | 99.88 (96.46) | 99.99 (99.35) | 100.0 (99.95) | 100.0 (100.0) |