From: Feature selection of gene expression data for Cancer classification using double RBF-kernels
Dataset: Lymphoma | ||||||||
DKBCGS | GINI | Χ2-Statistic | Info.Gain | KW | RF | MRMR | KBCGS | |
ACC | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.8617 | 0.9756 | 1.0000 | 1.0000 |
Gene content | 25 | 70 | 26 | 49 | 22 | 16 | 29 | 35 |
TPR | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.8617 | 0.9756 | 1.0000 | 1.0000 |
TIME(s) | 0.3412 | 0.8944 | 2.3579 | 1.2561 | 7.4577 | 3.3144 | 1.5922 | 0.7541 |
Dataset: Lung cancer | ||||||||
DKBCGS | GINI | Χ2-Statistic | Info.Gain | KW | RF | MRMR | KBCGS | |
ACC | 0.9554 | 0.9443 | 0.9499 | 0.9641 | 0.9273 | 0.9472 | 0.9291 | 0.9514 |
Gene content | 32 | 82 | 97 | 65 | 39 | 88 | 50 | 40 |
TPR | 0.9243 | 0.9033 | 0.9185 | 0.9012 | 0.9210 | 0.9123 | 0.9042 | 0.9155 |
TIME(s) | 0.1215 | 0.2250 | 0.1954 | 0.1857 | 1.6478 | 0.5111 | 0.2931 | 0.3171 |
Dataset: Lymphoma | ||||||||
DKBCGS | GINI | Χ2-Statistic | Info.Gain | KW | RF | MRMR | KBCGS | |
ACC | 1.0000 | 0.994 | 1.0000 | 1.0000 | 0.9283 | 0.9963 | 1.0000 | 1.0000 |
Gene content | 35 | 34 | 34 | 16 | 28 | 17 | 27 | 40 |
TPR | 1.0000 | 0.994 | 1.0000 | 1.0000 | 0.9283 | 0.9963 | 1.0000 | 1.0000 |
TIME(s) | 0.3412 | 0.8944 | 2.3579 | 1.2561 | 7.4577 | 3.3144 | 1.5922 | 0.7541 |
Dataset: Lung cancer | ||||||||
DKBCGS | GINI | Χ2-Statistic | Info.Gain | KW | RF | MRMR | KBCGS | |
ACC | 0.9151 | 0.9041 | 0.9115 | 0.9229 | 0.9102 | 0.9087 | 0.9199 | 0.9100 |
Gene content | 64 | 87 | 75 | 89 | 71 | 60 | 77 | 74 |
TPR | 0.9172 | 0.9005 | 0.9124 | 0.9285 | 0.9089 | 0.9114 | 0.9207 | 0.9122 |
TIME(s) | 0.5736 | 1.8912 | 3.4551 | 2.4972 | 6.9322 | 4.1978 | 2.1207 | 1.0044 |