Table 2.
Low Correlation | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
MCAR | MAR | NMAR | ||||||||
.25 | .50 | .75 | .25 | .50 | .75 | .25 | .50 | .75 | ||
RFotf | 89.0 | 93.9 | 96.2 | 89.5 | 94.5 | 97.2 | 96.5 | 97.2 | 100.9 | |
|
88.7 | 91.0 | 95.9 | 89.5 | 88.6 | 93.5 | 96.0 | 92.6 | 98.8 | |
RFotfR | 89.9 | 94.1 | 96.8 | 89.8 | 94.7 | 97.8 | 96.6 | 97.6 | 101.7 | |
|
92.3 | 95.8 | 95.8 | 96.5 | 93.7 | 94.2 | 103.2 | 97.0 | 102.9 | |
RFunsv | 88.3 | 92.8 | 96.2 | 87.9 | 93.0 | 97.3 | 95.4 | 97.4 | 101.6 | |
|
85.4 | 90.1 | 94.7 | 85.7 | 88.6 | 92.2 | 97.7 | 93.0 | 100.8 | |
RFprx | 91.1 | 92.8 | 96.7 | 89.9 | 88.5 | 90.4 | 91.5 | 92.7 | 99.2 | |
|
90.6 | 93.9 | 101.8 | 89.8 | 88.7 | 93.9 | 95.7 | 91.1 | 99.3 | |
RFprxR | 90.2 | 92.6 | 96.2 | 89.4 | 88.8 | 90.7 | 94.6 | 97.5 | 100.5 | |
|
86.9 | 92.4 | 100.0 | 88.1 | 88.8 | 94.8 | 96.2 | 94.3 | 102.8 | |
mRF0.25 | 87.4 | 92.9 | 103.1 | 88.8 | 89.3 | 99.8 | 96.9 | 92.3 | 98.7 | |
mRF0.05 | 86.1 | 94.3 | 105.3 | 86.0 | 88.7 | 102.7 | 96.8 | 92.6 | 99.0 | |
mRF | 86.3 | 94.7 | 105.6 | 84.4 | 88.6 | 103.3 | 96.7 | 92.5 | 98.8 | |
KNN | 91.1 | 97.4 | 111.5 | 94.4 | 100.9 | 106.1 | 100.9 | 100.0 | 101.7 |
Medium Correlation | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
MCAR | MAR | NMAR | ||||||||
.25 | .50 | .75 | .25 | .50 | .75 | .25 | .50 | .75 | ||
RFotf | 82.3 | 89.9 | 95.6 | 78.8 | 88.6 | 97.0 | 92.7 | 92.6 | 102.2 | |
|
76.2 | 82.1 | 90.0 | 83.4 | 79.1 | 93.4 | 99.6 | 89.1 | 100.8 | |
RFotfR | 83.1 | 91.4 | 96.0 | 80.3 | 90.3 | 97.4 | 92.2 | 96.1 | 105.3 | |
|
82.4 | 84.1 | 93.1 | 88.2 | 84.2 | 95.1 | 112.0 | 97.1 | 104.5 | |
RFunsv | 80.4 | 88.4 | 95.9 | 76.1 | 87.7 | 97.5 | 87.3 | 92.7 | 104.7 | |
|
73.2 | 78.9 | 89.3 | 78.8 | 79.0 | 92.4 | 98.8 | 92.8 | 104.2 | |
RFprx | 82.6 | 86.3 | 93.1 | 80.7 | 80.5 | 97.7 | 88.6 | 93.8 | 99.5 | |
|
77.1 | 84.1 | 93.3 | 86.5 | 77.0 | 92.1 | 98.1 | 93.7 | 101.0 | |
RFprxR | 81.2 | 85.4 | 93.1 | 80.4 | 82.4 | 96.3 | 89.2 | 97.2 | 101.3 | |
|
76.1 | 80.8 | 92.0 | 82.1 | 77.7 | 95.1 | 102.1 | 96.6 | 105.1 | |
mRF0.25 | 73.8 | 80.2 | 91.6 | 75.3 | 75.6 | 90.2 | 97.6 | 87.5 | 102.1 | |
mRF0.05 | 70.9 | 80.1 | 95.2 | 70.1 | 76.6 | 93.0 | 87.4 | 87.9 | 103.4 | |
mRF | 69.6 | 80.1 | 95.0 | 71.3 | 74.6 | 92.4 | 86.9 | 87.8 | 103.1 | |
KNN | 79.8 | 93.5 | 105.3 | 80.2 | 96.0 | 98.7 | 93.9 | 98.3 | 102.1 |
High Correlation | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
MCAR | MAR | NMAR | ||||||||
.25 | .50 | .75 | .25 | .50 | .75 | .25 | .50 | .75 | ||
RFotf | 72.3 | 83.7 | 94.6 | 65.5 | 83.3 | 98.4 | 66.5 | 84.8 | 100.4 | |
|
70.9 | 72.1 | 80.9 | 69.5 | 70.9 | 91.0 | 70.1 | 70.8 | 97.3 | |
RFotfR | 68.6 | 81.0 | 93.6 | 59.5 | 87.1 | 98.9 | 61.2 | 88.2 | 100.3 | |
|
58.4 | 58.9 | 64.6 | 56.7 | 55.1 | 88.4 | 58.4 | 60.9 | 97.3 | |
RFunsv | 62.1 | 75.1 | 91.3 | 56.8 | 70.8 | 97.8 | 58.1 | 73.3 | 100.6 | |
|
54.2 | 57.5 | 65.4 | 54.0 | 49.4 | 80.0 | 55.4 | 51.7 | 90.7 | |
RFprx | 75.5 | 82.0 | 88.5 | 70.7 | 72.8 | 94.3 | 70.9 | 74.3 | 102.0 | |
|
70.4 | 72.0 | 78.6 | 69.7 | 71.2 | 90.3 | 70.0 | 72.2 | 98.2 | |
RFprxR | 61.9 | 68.1 | 76.6 | 58.7 | 64.1 | 79.5 | 60.4 | 74.6 | 97.5 | |
|
57.3 | 58.1 | 61.9 | 55.9 | 54.1 | 71.9 | 57.8 | 60.2 | 93.7 | |
mRF0.25 | 57.0 | 57.9 | 63.3 | 55.5 | 50.4 | 70.5 | 56.7 | 50.7 | 87.3 | |
mRF0.05 | 50.7 | 54.0 | 61.7 | 48.3 | 48.4 | 74.9 | 49.9 | 48.6 | 85.9 | |
mRF | 48.2 | 49.8 | 61.3 | 47.0 | 47.5 | 70.2 | 46.6 | 47.6 | 82.9 | |
KNN | 52.7 | 63.2 | 83.2 | 52.0 | 71.1 | 96.4 | 53.2 | 74.9 | 99.2 |