From: Feature selection of gene expression data for Cancer classification using double RBF-kernels
Dataset: Gastric cancer | ||||||||
 | DKBCGS | GINI | Χ2-Statistic | Info.Gain | KW | RF | MRMR | KBCGS |
ACC | 0.9821 | 0.9664 | 0.9875 | 0.9779 | 0.9038 | 0.9548 | 0.9986 | 0.9716 |
TNR | 1.0000 | 0.9500 | 0.9367 | 1.0000 | 0.9500 | 0.9800 | 1.0000 | 0.9755 |
TPR | 0.9818 | 0.9677 | 0.9969 | 0.9759 | 0.8771 | 0.9498 | 1.0000 | 0.9826 |
TIME(s) | 0.0846 | 0.7349 | 1.4736 | 0.7542 | 9.7452 | 4.2604 | 0.9007 | 0.6518 |
Dataset: DLBCL | ||||||||
 | DKBCGS | GINI | Χ2-Statistic | Info.Gain | KW | RF | MRMR | KBCGS |
ACC | 0.9833 | 0.9615 | 0.9865 | 0.9712 | 0.9123 | 0.9245 | 0.9341 | 0.9795 |
TNR | 0.9943 | 0.9456 | 0.9422 | 0.9854 | 0.9457 | 0.9456 | 0.9654 | 1.0000 |
TPR | 0.9863 | 0.9513 | 0.9645 | 0.9541 | 0.9024 | 0.9234 | 0.9432 | 0.9712 |
TIME(s) | 0.1215 | 0.2257 | 0.1954 | 0.1857 | 0.1678 | 0.5111 | 0.0931 | 0.2148 |
Dataset: Gastric cancer | ||||||||
 | DKBCGS | GINI | Χ2-Statistic | Info.Gain | KW | RF | MRMR | KBCGS |
ACC | 1.0000 | 0.9768 | 0.9855 | 0.9623 | 0.9168 | 0.973 | 0.9988 | 0.9822 |
TNR | 1.0000 | 0.9611 | 0.95 | 0.9158 | 0.9316 | 0.9433 | 1.0000 | 1.0000 |
TPR | 1.0000 | 0.9929 | 0.9971 | 0.9776 | 0.9121 | 0.9827 | 1.0000 | 0.9755 |
TIME(s) | 0.0846 | 0.7349 | 1.4736 | 0.7542 | 9.7452 | 4.2604 | 0.9007 | 0.7418 |
Dataset: DLBCL | ||||||||
 | DKBCGS | GINI | Χ2-Statistic | Info.Gain | KW | RF | MRMR | KBCGS |
ACC | 1.0000 | 1 | 0.9975 | 1.0000 | 0.9975 | 0.9750 | 0.9975 | 0.9845 |
TNR | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.9683 | 0.9733 | 0.9571 | 0.9579 |
TPR | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.8383 | 0.9437 | 0.9917 | 0.9931 |
TIME(s) | 0.1215 | 0.2257 | 0.1954 | 0.1857 | 1.6478 | 0.5111 | 0.0931 | 0.2148 |