Table 8 Top 10 SHAP values in different algorithms.
From: Predictive model of ulcerative colitis syndrome with ensemble learning and interpretability methods
Extra tree | RF | XG | GB |
|---|---|---|---|
Bloody purulent stool | Lower abdominal distension/pain | Frequence of stool | Frequence of stool |
Lower abdominal distension/pain | Frequence of stool | Lower abdominal distension/pain | Lower abdominal distension/pain |
Frequence of stool | Bloody purulent stool | Bloody purulent stool | Bloody purulent stool |
Dry stool | Lower abdomen cold | Dry stool | Dry stool |
Lower abdomen cold | Dry stool | Tongue | Tongue |
Mucus stool | Tenesmus | Unformed stool | Unformed stool |
Unformed stool | Mucus stool | Lower abdomen cold | Lower abdomen cold |
Tenesmus | Tongue | Tenesmus | Tenesmus |
Fart often | Upper abdominal distension/pain | Mucus stool | Mucus stool |
Upper abdominal distension/pain | Fart often | Upper abdominal distension/pain | Upper abdominal distension/pain |
