Table 3.
Simulation results for scenarios with different combinations of p and n under monotone MAR and AR(1) correlation structure specifications based on 100 simulation runs.
PMSE | MSE | SENS | SPEC | PMSE | MSE | SENS | SPEC | |
---|---|---|---|---|---|---|---|---|
p = 12, n = 50 | p = 24, n = 50 | |||||||
|
||||||||
Full-SPLS | 27.45 | 5.82 | 87.5 | 31.0 | 24.25 | 7.33 | 87.7 | 54.4 |
CC-SPLS | 43.08 | 15.44 | 75.8 | 35.8 | 43.97 | 18.29 | 78.2 | 47.2 |
SI-SPLS | 30.33 | 7.31 | 81.3 | 42.0 | 26.40 | 9.15 | 80.8 | 59.6 |
MI-SPLS | 30.02 | 7.15 | 89.2 | 27.3 | 29.33 | 11.66 | 91.0 | 26.8 |
Full-ENet | 26.59 | 5.04 | 78.5 | 70.5 | 22.81 | 5.89 | 82.5 | 82.7 |
CC-ENet | 53.26 | 28.26 | 38.0 | 87.2 | 47.90 | 27.29 | 41.7 | 93.4 |
SI-ENet | 28.28 | 6.68 | 69.3 | 72.2 | 24.17 | 7.24 | 75.0 | 83.2 |
MI-ENet | 27.76 | 6.05 | 72.7 | 70.5 | 23.15 | 6.19 | 78.3 | 82.7 |
SI-WENet | 27.95 | 6.37 | 69.0 | 72.0 | 23.78 | 6.85 | 78.3 | 82.7 |
MI-WENet | 27.22 | 5.63 | 73.5 | 69.8 | 23.03 | 6.08 | 79.3 | 84.3 |
p = 12, n = 100 | p = 48, n = 50 | |||||||
|
||||||||
Full-SPLS | 24.89 | 2.96 | 90.7 | 35.0 | 64.14 | 26.81 | 84.6 | 38.7 |
CC-SPLS | 40.66 | 13.77 | 80.0 | 40.5 | 125.58 | 63.08 | 68.1 | 39.9 |
SI-SPLS | 27.12 | 4.67 | 82.8 | 47.7 | 71.94 | 35.72 | 75.8 | 44.2 |
MI-SPLS | 26.46 | 4.13 | 91.8 | 33.3 | 122.30 | 81.38 | 87.8 | 24.7 |
Full-ENet | 24.35 | 2.44 | 89.5 | 68.2 | 62.51 | 26.75 | 55.6 | 87.1 |
CC-ENet | 46.01 | 19.01 | 53.0 | 86.8 | 139.63 | 95.08 | 16.2 | 95.6 |
SI-ENet | 26.13 | 4.06 | 79.5 | 70.7 | 79.43 | 43.50 | 45.1 | 86.8 |
MI-ENET | 25.98 | 3.85 | 81.2 | 70.0 | 72.33 | 36.19 | 52.2 | 83.0 |
SI-WENet | 25.61 | 3.71 | 80.5 | 69.8 | 77.47 | 41.56 | 47.2 | 86.9 |
MI-WENet | 25.34 | 3.41 | 83.0 | 72.2 | 69.98 | 34.01 | 53.5 | 84.4 |
p = 12, n = 200 | p = 60, n = 50 | |||||||
|
||||||||
Full-SPLS | 23.26 | 1.53 | 97.2 | 35.3 | 86.32 | 39.61 | 85.1 | 32.0 |
CC-SPLS | 33.61 | 9.76 | 87.2 | 34.8 | 172.15 | 89.69 | 65.5 | 42.1 |
SI-SPLS | 24.92 | 3.07 | 90.0 | 54.5 | 95.03 | 48.63 | 79.5 | 38.5 |
MI-SPLS | 24.69 | 2.83 | 95.8 | 39.2 | 276.42 | 218.87 | 91.8 | 11.6 |
Full-ENet | 22.95 | 1.20 | 97.3 | 71.2 | 91.66 | 46.41 | 48.9 | 86.7 |
CC-ENet | 38.12 | 11.94 | 68.0 | 83.8 | 183.00 | 126.53 | 14.5 | 95.4 |
SI-ENet | 24.63 | 2.76 | 89.5 | 75.2 | 105.60 | 60.05 | 40.9 | 87.2 |
MI-ENet | 24.36 | 2.48 | 92.2 | 71.2 | 97.83 | 52.21 | 46.9 | 86.8 |
SI-WENet | 23.84 | 2.06 | 92.0 | 72.5 | 103.51 | 58.41 | 41.7 | 87.9 |
MI-WENet | 23.72 | 1.97 | 93.0 | 69.7 | 94.69 | 49.27 | 47.9 | 86.6 |