From: An experimental study of the intrinsic stability of random forest variable importance measures
 | Spearman coefficient | Jaccard index | Kuncheva index | MARD | ||||
---|---|---|---|---|---|---|---|---|
 | Mean | Variance | Mean | Variance | Mean | Variance | Mean | Variance |
Yeast | 1.0000 | 0.0000 | 1.0000 | 0.0000 | 1.0000 | 0.0000 | 0.0076 | 0.0000 |
Glass | 0.8756 | 0.0181 | 0.9852 | 0.0003 | 0.9708 | 0.0010 | 0.0077 | 0.0000 |
Vote | 0.9851 | 0.0004 | 0.9909 | 0.0001 | 0.9866 | 0.0002 | 0.0270 | 0.0003 |
Segment | 1.0000 | 0.0000 | 1.0000 | 0.0000 | 1.0000 | 0.0000 | 0.0110 | 0.0000 |
Mushroom | 0.9628 | 0.0025 | 0.9925 | 0.0001 | 0.9910 | 0.0001 | 0.0134 | 0.0000 |
Soybean | 0.9628 | 0.0025 | 0.9925 | 0.0001 | 0.9910 | 0.0001 | 0.0134 | 0.0000 |
Splice | 0.4712 | 0.0162 | 0.9651 | 0.0000 | 0.9548 | 0.0001 | 0.0107 | 0.0000 |
Sonar | 0.6107 | 0.0170 | 0.9672 | 0.0000 | 0.9509 | 0.0001 | 0.2936 | 2.8892 |
Madelon | 0.1675 | 0.0104 | 0.7306 | 0.0002 | 0.8072 | 0.0002 | 0.4387 | 2.1041 |
SRBCT | 0.1397 | 0.0078 | 0.9103 | 0.0001 | 0.9496 | 0.0000 | 0.0683 | 0.0000 |
Leukemia1 | 0.1282 | 0.0087 | 0.8864 | 0.0001 | 0.9370 | 0.0000 | 0.0963 | 0.0001 |
DLBCL | 0.0809 | 0.0067 | 0.8333 | 0.0001 | 0.9059 | 0.0000 | 0.1402 | 0.0001 |
Tumors_9 | 0.0665 | 0.0084 | 0.7519 | 0.0003 | 0.8528 | 0.0001 | 0.1608 | 0.0002 |
Brain_Tumor1 | 0.0176 | 0.0094 | 0.8182 | 0.0002 | 0.8956 | 0.0001 | 0.1148 | 0.0001 |
Arcene | 0.0453 | 0.0085 | 0.7563 | 0.0003 | 0.8574 | 0.0001 | 0.2283 | 0.0003 |
Brain_Tumor2 | 0.0427 | 0.0084 | 0.7378 | 0.0002 | 0.8361 | 0.0001 | 0.1637 | 0.0001 |
Prostate_Tumor | 0.0437 | 0.0115 | 0.8826 | 0.0001 | 0.9362 | 0.0000 | 0.1170 | 0.0001 |
Tumors_11 | 0.0134 | 0.0111 | 0.8168 | 0.0002 | 0.8945 | 0.0001 | 0.0808 | 0.0000 |
Lung_Cancer | 0.0220 | 0.0146 | 0.7839 | 0.0002 | 0.8745 | 0.0001 | 0.0906 | 0.0001 |