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. Author manuscript; available in PMC: 2015 Sep 25.
Published in final edited form as: J Stat Comput Simul. 2014 Apr 14;85(9):1902–1916. doi: 10.1080/00949655.2014.907801

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