Table 13 The top 8 contributing handcrafted features with corresponding SHAP values across predictive dimensions. The higher the absolute SHAP values, the stronger predictive influence.
From: Predict the writer’s trait emotional intelligence from reproduced calligraphy
Reproduction Skill | EI | Well-being | Self-control | Emotionality | Sociability | |
|---|---|---|---|---|---|---|
1 | h17 (0.473) | h23 (0.045) | h35 (0.058) | h21 (0.076) | h23 (0.038) | h3 (0.044) |
2 | h43 (0.007) | h21 (0.040) | h23 (0.045) | h35 (0.048) | h35 (0.038) | h21 (0.044) |
3 | h22 (0.006) | h16 (0.039) | h18 (0.036) | h24 (0.048) | h10 (0.034) | h4 (0.032) |
4 | h23 (0.005) | h35 (0.037) | h16 (0.035) | h44 (0.046) | h17 (0.034) | h42 (0.032) |
5 | h46 (0.004) | h24 (0.033) | h25 (0.034) | h23 (0.041) | h3 (0.033) | h17 (0.030) |
6 | h21 (0.004) | h3 (0.033) | h24 (0.033) | h16 (0.038) | h20 (0.032) | h9 (0.028) |
7 | h35 (0.003) | h2 (0.031) | h21 (0.033) | h20 (0.035) | h16 (0.032) | h22 (0.027) |
8 | h6 (0.003) | h18 (0.030) | h19 (0.031) | h43 (0.034) | h1 (0.031) | h25 (0.027) |
