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Table 4 LIME values, four people from first fold in separate cells and nine most important features from logistic regression and random forest on rows in each cell

From: Comparison of feature importance measures as explanations for classification models

Correctly classified healthy LR Correctly classified injured LR
df peak L − 0.24 df peak L 0.22
Knee add excur L 0.10 eve vel peak R 0.15
q angle L − 0.09 Drop vel peak L 0.12
Hip ext rot F R − 0.07 Heel whip excur L 0.11
Hip add vel peak R − 0.06 eve pct stance L 0.10
Drop vel peak L − 0.06 knee add excur L 0.08
eve vel peak R 0.05 Hip add vel peak R − 0.06
Stance time L 0.04 Hip add excur R − 0.07
Hip int rot S L 0.04 Pron offset L 0.05
itband R − 0.04 Vert osc R − 0.04
Pron onset R − 0.03 Pron onset R − 0.04
Heel whip excur L − 0.02 itband R 0.03
Misclassified healthy LR Misclassified injured LR
eve vel peak R − 0.14 itband R 0.14
Drop vel peak L − 0.12 Drop vel peak R − 0.11
eve pct stance L 0.10 Heel whip excur L 0.10
q angle L 0.09 eve pct stance L 0.10
knee add excur L − 0.07 q angle 0.08
Pron offset L 0.07 Hip int rot F R 0.08
Hip ext rot F R − 0.06 Knee add excur L − 0.07
df peak L − 0.06 Pron offset L 0.06
Hip add vel peak R − 0.05 df peak L 0.06
Hip add excur R − 0.06 Knee abd vel peak R 0.05
Step width L − 0.05 Stance time L 0.04
Vert osc R − 0.04 Hip add excur R − 0.04
Stance time L − 0.04 Step width R − 0.04
Correctly classified healthy RF Correctly classified injured RF
Hip abd L − 0.01 df peak R 0.01
Hip abd R − 0.01 Drop excur L 0.01
df peak R − 0.01 df peak L 0.01
Heel whip excur L 0.01 Flex peak L 0.01
Drop excur L − 0.01 Knee add excur L 0.01
Drop vel peak R − 0.01 Hip abd R 0.01
knee add excur L − 0.01 Extend peak R 0.01
drop vel peak R − 0.01 Heel whip excur L 0.01
Extend peak L − 0.01 Extend peak L 0.01
Extend peak R − 0.01 itband R 0.01
Heelstrike ang L − 0.01 Hip abd L 0.01
Flex peak L − 0.01 itband L 0.01
Hip ext rot S R 0.01 step width R 0.01
eve excur L − 0.01 Leg length L 0.01
Misclassified healthy RF Misclassified injured RF
itband R − 0.02 df peak R − 0.01
hip abd L − 0.01 Hip abd L 0.01
df peak R − 0.01 Hip flex R 0.01
itband L − 0.01 Sub age − 0.01
Flex peak L − 0.01 Hip abd R 0.01
Hip abd R − 0.01 Extend peak L 0.01
Heel whip excur L 0.01 Flex peak L 0.01
Drop vel peak R − 0.01 Knee add excur L − 0.01
Extend peak R − 0.01 eve vel peak R − 0.01
Step width R 0.01 itband R 0.01
Drop excur L − 0.01 Run level 0.01
Hip flex R 0.01 Heel whip excur L − 0.01
Knee abd vel peak R − 0.01 Leg length L 0.01
  1. Bolded are those that were detected by both classification methods as well. (L=left, R=right, S=strength, F=flexibility)