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Table 2 The performance of intrinsic stability of MDA

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