From: Feature weight estimation for gene selection: a local hyperlinear learning approach
Method | Datasets | Average | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
 | CNS | Colon | DLBCL | GCM | Leukemia | Lung | Prostate1 | Prostate2 | Prostate3 |  |
TSP [20] | 77.90 | 91.10 | 98.10 | 75.40 | 93.80 | 98.30 | 95.10 | 67.60 | 97.00 | 88.26 |
k-TSP [19] | 97.10 | 90.30 | 97.40 | 85.40 | 95.83 | 98.90 | 91.18 | 75.00 | 97.00 | 92.01 |
PAM [19] | 82.35 | 89.52 | 85.45 | 82.32 | 94.03 | 97.90 | 90.89 | 81.25 | 94.24 | 88.66 |
sumdiff-PAM [21] | 79.41 | 87.10 | 87.01 | 83.57 | 95.83 | 98.34 | 93.14 | 77.27 | 96.97γ | 88.74 |
mul-PAM [21] | 85.29 | 90.32 | 92.21 | 82.86 | 95.83 | 98.90 | 92.16 | 79.55 | 93.94 | 90.12 |
sign-PAM [21] | 85.29 | 88.71 | 94.81 | 81.07 | 95.83 | 98.90 | 90.20 | 76.14 | 100 | 90.11 |
HBE [22] | Â | Â | 96.10 | Â | 98.61 | Â | 96.08 | Â | Â | Â |
IVGA-SVM [23] | Â | 91.61 | Â | Â | 97.22 | Â | 92.06 | Â | Â | Â |
BBF-SVM [24] | Â | 87.10 | 92.71 | Â | Â | Â | 94.12 | Â | Â | Â |
SVM [25] | 82.35 | 83.87 | 96.10 | 93.57 | 98.61 | 98.90 | 91.18 | 76.14 | 100 | 91.19 |
NB [25] | 79.41 | 58.06 | 79.22 | 82.5 | 98.61 | 98.34 | 62.75 | 80.68 | 93.94 | 81.50 |
BMSF-SVM [25] | 94.12 | 95.16 | 97.40 | 98.57 | 98.61 | 99.45 | 97.06 | 98.86 | 100 | 97.69 |
BMSF-LDA [25] | 97.06 | 87.10 | 96.10 | 90.36 | 98.61 | 97.79 | 95.10 | 94.32 | 96.97η | 94.82 |
BMSF-QDA [25] | 97.06 | 90.32 | 94.81 | 90.36 | 97.22 | 97.23 | 94.12 | 90.91 | 100 | 94.67 |
BMSF-NB [25] | 94.12 | 87.10 | 88.31 | 87.86 | 95.83 | 98.90 | 89.22 | 89.77 | 100 | 92.34 |
LHR-SVMξ | 100 | 87.10 | 94.81 | 100 | 98.61 | 100 | 96.08 | 95.45 | 100 | 96.89 |
LHR-LDAξ | 99.47 | 87.38 | 95.00 | 99.44 | 98.75 | 99.47 | 97.09 | 95.42 | 99.47 | 96.83 |
LHR-NBξ | 97.79 | 90.32 | 92.21 | 97.24 | 98.61 | 97.24 | 98.04 | 89.77 | 97.79 | 95.44 |
LHR-KNNξ | 98.45 | 91.94 | 96.10 | 91.00 | 100 | 100 | 99.02 | 94.32 | 99.45 | 96.70 |
LHR-HKNNξ | 100 | 90.32 | 97.40 | 97.40 | 100 | 100 | 97.06 | 94.32 | 100 | 97.39 |
I-RELIEF-SVMη[12] | 83.43 | 75.81 | 92.21 | 92.21 | 94.44 | 83.98 | 88.24 | 82.95 | 81.12 | 86.04 |
I-RELIEF-LDAη[12] | 81.17 | 74.05 | 89.46 | 89.46 | 92.86 | 80.06 | 80.64 | 87.50 | 80.18 | 83.93 |
I-RELIEF-NBη[12] | 85.08 | 67.74 | 84.42 | 84.42 | 91.67 | 86.74 | 73.53 | 81.82 | 87.29 | 82.52 |
I-RELIEF-KNNη[12] | 88.4 | 82.26 | 96.10 | 96.10 | 94.44 | 88.40 | 91.18 | 86.36 | 87.85 | 90.12 |
I-RELIEF-HKNNη[12] | 83.98 | 77.42 | 96.10 | 96.10 | 95.83 | 86.16 | 85.29 | 77.27 | 83.98 | 86.90 |