Table 3 Predictive performance with the three strategies over 27 datasets
From: Ensembles of randomized trees using diverse distributed representations of clinical events
Dataset | Accuracy % (Rank) | AUC (Rank) | ||||
|---|---|---|---|---|---|---|
| Â | FDR | RDR-FS | RDR-ALL | FDR | RDR-FS | RDR-ALL |
D642 | 95.19 (1.5) | 93.76 (3.0) | 95.19 (1.5) | 0.974 (1.0) | 0.967 (3.0) | 0.969 (2.0) |
E273 | 77.50 (3.0) | 80.00 (2.0) | 85.00 (1.0) | 0.923 (2.0) | 0.954 (1.0) | 0.902 (3.0) |
F110 | 91.25 (3.0) | 92.92 (1.5) | 92.92 (1.5) | 0.956 (3.0) | 0.966 (1.0) | 0.958 (2.0) |
F112 | 88.27 (3.0) | 88.98 (2.0) | 90.27 (1.0) | 0.950 (2.0) | 0.937 (3.0) | 0.960 (1.0) |
F130 | 90.83 (2.0) | 90.83 (2.0) | 90.83 (2.0) | 0.958 (2.0) | 0.952 (3.0) | 0.961 (1.0) |
F132 | 89.58 (1.5) | 86.67 (3.0) | 89.58 (1.5) | 0.938 (2.0) | 0.930 (3.0) | 0.977 (1.0) |
F150 | 90.00 (2.0) | 90.00 (2.0) | 90.00 (2.0) | 0.876 (2.0) | 0.875 (3.0) | 0.876 (1.0) |
F151 | 89.17 (2.0) | 90.00 (1.0) | 85.00 (3.0) | 0.990 (1.0) | 0.954 (3.0) | 0.990 (2.0) |
F152 | 94.97 (2.0) | 94.58 (3.0) | 95.32 (1.0) | 0.979 (1.0) | 0.978 (2.0) | 0.977 (3.0) |
F190 | 90.83 (2.0) | 90.00 (3.0) | 90.95 (1.0) | 0.958 (2.0) | 0.960 (1.0) | 0.957 (3.0) |
F191 | 87.50 (2.0) | 83.75 (3.0) | 88.75 (1.0) | 0.961 (3.0) | 0.962 (2.0) | 0.977 (1.0) |
F192 | 90.21 (1.0) | 89.90 (3.0) | 90.19 (2.0) | 0.942 (3.0) | 0.956 (1.0) | 0.947 (2.0) |
F199 | 87.08 (2.0) | 82.92 (3.0) | 88.75 (1.0) | 0.959 (1.0) | 0.939 (3.0) | 0.955 (2.0) |
G240 | 87.50 (3.0) | 90.00 (2.0) | 92.50 (1.0) | 1.000 (1.0) | 0.924 (3.0) | 0.973 (2.0) |
G620 | 90.00 (1.5) | 85.00 (2.0) | 90.00 (1.5) | 0.900 (2.0) | 0.900 (2.0) | 0.900 (2.0) |
I952 | 87.50 (2.0) | 85.00 (3.0) | 88.75 (1.0) | 0.932 (2.0) | 0.883 (3.0) | 0.956 (1.0) |
L270 | 85.05 (1.0) | 83.60 (3.0) | 84.31 (2.0) | 0.917 (2.0) | 0.917 (3.0) | 0.920 (1.0) |
L271 | 73.33 (3.0) | 74.58 (2.0) | 78.33 (1.0) | 0.798 (3.0) | 0.804 (1.0) | 0.799 (2.0) |
N141 | 70.00 (2.0) | 67.50 (3.0) | 72.50 (1.0) | 0.800 (3.0) | 0.830 (1.0) | 0.825 (2.0) |
O355 | 99.17 (2.5) | 99.17 (2.5) | 100.0 (1.0) | 1.000 (2.0) | 1.000 (2.0) | 1.000 (2.0) |
T599 | 92.50 (2.5) | 97.50 (1.0) | 92.50 (2.5) | 1.000 (2.0) | 1.000 (2.0) | 1.000 (2.0) |
T782 | 84.17 (3.0) | 85.17 (2.0) | 88.17 (1.0) | 0.925 (2.0) | 0.924 (3.0) | 0.931 (1.0) |
T783 | 90.00 (2.0) | 88.16 (3.0) | 90.36 (1.0) | 0.951 (2.0) | 0.946 (3.0) | 0.955 (1.0) |
T784 | 93.16 (2.0) | 92.17 (3.0) | 93.68 (1.0) | 0.981 (2.0) | 0.982 (1.0) | 0.980 (3.0) |
T808 | 94.93 (1.0) | 93.97 (3.0) | 94.92 (2.0) | 0.982 (1.0) | 0.979 (3.0) | 0.982 (2.0) |
T886 | 84.50 (2.0) | 84.50 (2.0) | 84.50 (2.0) | 0.914 (1.0) | 0.882 (3.0) | 0.910 (2.0) |
T887 | 84.03 (1.0) | 83.14 (2.0) | 82.62 (3.0) | 0.896 (1.0) | 0.892 (2.0) | 0.890 (3.0) |
Mean | 88.08 (2.1) | 87.55 (2.4) | 89.11 (1.5) | 0.939 (1.9) | 0.933 (2.3) | 0.942 (1.9) |
p-value | 0.0023 | 0.2540 | ||||