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 | 0.0042 | 0.0000 |
Glass | 0.9763 | 0.0010 | 0.9887 | 0.0002 | 0.9778 | 0.0009 | 0.0040 | 0.0000 |
Vote | 0.8408 | 0.0222 | 0.9927 | 0.0001 | 0.9587 | 0.0014 | 0.0161 | 0.0000 |
Segment | 0.9944 | 0.0001 | 0.9974 | 0.0000 | 0.9975 | 0.0000 | 0.0083 | 0.0000 |
Mushroom | 0.9601 | 0.0014 | 0.9852 | 0.0002 | 0.9857 | 0.0002 | 0.0141 | 0.0000 |
Soybean | 0.9601 | 0.0014 | 0.9852 | 0.0002 | 0.9857 | 0.0002 | 0.0141 | 0.0000 |
Splice | 0.5471 | 0.0073 | 0.9380 | 0.0001 | 0.9355 | 0.0001 | 0.0022 | 0.0000 |
Sonar | 0.8273 | 0.0030 | 0.9733 | 0.0000 | 0.9643 | 0.0001 | 0.0172 | 0.0000 |
Madelon | 0.2731 | 0.0082 | 0.9158 | 0.0001 | 0.9481 | 0.0000 | 0.0145 | 0.0000 |
SRBCT | 0.1154 | 0.0103 | 0.9067 | 0.0001 | 0.9469 | 0.0001 | 0.0596 | 0.0000 |
Leukemia1 | 0.0329 | 0.0086 | 0.8684 | 0.0002 | 0.9258 | 0.0001 | 0.0864 | 0.0001 |
DLBCL | 0.0832 | 0.0089 | 0.8295 | 0.0001 | 0.9025 | 0.0000 | 0.1036 | 0.0000 |
Tumors_9 | 0.0655 | 0.0128 | 0.7753 | 0.0002 | 0.8694 | 0.0001 | 0.0894 | 0.0001 |
Brain_Tumor1 | 0.0085 | 0.0107 | 0.8003 | 0.0001 | 0.8828 | 0.0001 | 0.0970 | 0.0000 |
Arcene | 0.0342 | 0.0115 | 0.7803 | 0.0002 | 0.8729 | 0.0001 | 0.1549 | 0.0001 |
Brain_Tumor2 | 0.0297 | 0.0120 | 0.7328 | 0.0003 | 0.8396 | 0.0001 | 0.1262 | 0.0001 |
Prostate_Tumor | 0.0796 | 0.0120 | 0.8580 | 0.0002 | 0.9211 | 0.0001 | 0.0985 | 0.0001 |
Tumors_11 | 0.0761 | 0.0143 | 0.8052 | 0.0003 | 0.8877 | 0.0001 | 0.0744 | 0.0000 |
Lung_Cance | 0.0421 | 0.0101 | 0.7538 | 0.0003 | 0.8547 | 0.0002 | 0.0905 | 0.0000 |