From: GrpClassifierEC: a novel classification approach based on the ensemble clustering space
Data/performance | Data info | EC classifier GrpClassifierEC | Accuracy difference | EC-RF | Regular classifiers | ||||||||||||
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#Point | #EC_Samples | Ratio | Sensitivity | Specificity | F-measure | Accuracy | EC random forest | Random forest | DTT | KNN | Sensitivity | Specificity | Accuracy | AccDT | AccKNN | AccRF | |
Aves vs embryophyta | 1068 | 726 | 68% | 0.97 | 0.92 | 0.97 | 0.96 | 0.02 | 0.01 | 0.05 | 0.02 | 0.84 | 0.97 | 0.93 | 0.91 | 0.93 | 0.95 |
Cercopithecidae vs Malvaceae | 894 | 593 | 66% | 0.98 | 0.97 | 0.98 | 0.98 | 0.08 | 0.05 | 0.10 | 0.07 | 0.84 | 0.94 | 0.90 | 0.88 | 0.91 | 0.93 |
Embryophyta vs Laurasiatheria | 953 | 652 | 68% | 0.96 | 0.92 | 0.96 | 0.95 | 0.08 | 0.04 | 0.10 | 0.07 | 0.94 | 0.72 | 0.87 | 0.85 | 0.88 | 0.91 |
Fabaceae vs Nematoda | 2642 | 1004 | 38% | 0.85 | 0.89 | 0.84 | 0.87 | 0.02 | -0.01 | 0.04 | 0.00 | 0.92 | 0.76 | 0.85 | 0.83 | 0.88 | 0.89 |
Hexapoda vs Aves | 2840 | 2087 | 73% | 0.85 | 0.95 | 0.86 | 0.92 | 0.10 | 0.03 | 0.11 | 0.10 | 0.61 | 0.91 | 0.83 | 0.81 | 0.82 | 0.89 |
Laurasiatheria vs Brassicaceae | 1209 | 570 | 47% | 0.93 | 0.93 | 0.94 | 0.93 | 0.05 | 0.01 | 0.05 | 0.02 | 0.86 | 0.90 | 0.88 | 0.89 | 0.91 | 0.92 |
Malvaceae vs Fabaceae | 1401 | 749 | 53% | 0.69 | 0.87 | 0.68 | 0.82 | 0.16 | 0.05 | 0.15 | 0.12 | 0.84 | 0.22 | 0.67 | 0.67 | 0.70 | 0.77 |
brassicaceae vs Hexapoda | 2584 | 870 | 34% | 0.84 | 0.96 | 0.84 | 0.93 | 0.02 | 0.00 | 0.03 | 0.01 | 0.97 | 0.74 | 0.92 | 0.90 | 0.93 | 0.94 |
Hominidae vs Cercopithecidae | 1829 | 1059 | 58% | 0.72 | 0.91 | 0.73 | 0.86 | 0.15 | 0.09 | 0.20 | 0.14 | 0.25 | 0.87 | 0.70 | 0.66 | 0.71 | 0.76 |
Monocotyledons vs HomoSapiens | 2625 | 1460 | 56% | 0.92 | 0.93 | 0.92 | 0.92 | 0.10 | 0.03 | 0.09 | 0.04 | 0.84 | 0.82 | 0.83 | 0.83 | 0.88 | 0.89 |
Average | Â | Â | 56% | 87% | 92% | 87% | 91% | 8% | 3% | 9% | 6% | 79% | 78% | 84% | 82% | 85% | 89% |