Table 3.
The SHAP values and ensemble ranks of the ML models on each fold of the cross-validation
| Fold 1 |
Fold 2 |
Fold 3 |
Fold 4 |
Fold 5 |
|||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
|
Item
|
SHAP value
|
Rank
|
SHAP value
|
Rank
|
SHAP value
|
Rank
|
SHAP value
|
Rank
|
SHAP value
|
Rank
|
Final Rank
|
| 1 |
0.45 |
3 |
0.47 |
2 |
0.49 |
1 |
0.50 |
1 |
0.49 |
1 |
1 |
| 2 |
0.46 |
2 |
0.31 |
3 |
0.27 |
3 |
0.35 |
3 |
0.33 |
3 |
3 |
| 3 |
0.17 |
5 |
0.16 |
4 |
0.23 |
4 |
0.19 |
4 |
0.17 |
4 |
4 |
| 4 |
0.46 |
1 |
0.50 |
1 |
0.42 |
2 |
0.39 |
2 |
0.42 |
2 |
2 |
| 5 |
0.03 |
7 |
0.07 |
7 |
0.08 |
6 |
0.06 |
7 |
0.00 |
8 |
7 |
| 6 |
0.17 |
4 |
0.15 |
5 |
0.13 |
5 |
0.12 |
5 |
0.12 |
5 |
5 |
| 7 |
0.07 |
6 |
0.08 |
6 |
0.06 |
7 |
0.11 |
6 |
0.07 |
6 |
6 |
| 8 |
0.01 |
8 |
0.02 |
8 |
0.01 |
9 |
0.01 |
9 |
0.00 |
9 |
9 |
| 9 | 0.00 | 9 | 0.01 | 9 | 0.03 | 8 | 0.03 | 8 | 0.02 | 7 | 8 |
SHAP – SHapley Additive explanation