Table 2 All and selected features in the main UC dataset.
From: Predictive model of ulcerative colitis syndrome with ensemble learning and interpretability methods
Classification | Features | Selected | Missing |
|---|---|---|---|
Symptom based | Acid regurgitation | √ | 7688 |
Belching | √ | 8042 | |
Emotion | √ | 7878 | |
Upper abdominal distension/pain | √ | 6623 | |
Lower abdominal distension/pain | √ | 2564 | |
Fart often | √ | 7437 | |
Anal burning | √ | 7221 | |
Fever | √ | 8037 | |
Borborygmus | √ | 7566 | |
Lower abdomen cold | √ | 6192 | |
Frequence of stool | √ | 286 | |
Unformed stool | √ | 6064 | |
Dry stool | √ | 7485 | |
Mucus stool | √ | 4981 | |
Bloody purulent stool | √ | 5477 | |
Bloody stool | √ | 7816 | |
Tenesmus | √ | 1673 | |
Tongue | √ | 2081 | |
Coating | √ | 7475 | |
Pulse | √ | 7485 | |
Enteroscopy test | Polyposis | √ | 7971 |
Rectosigmoid colon(Abbreviated as colon) | Â | 7996 | |
Congestion or erosion | √ | 7814 | |
Holocolon | √ | 7969 | |
Demographic information | Gender | Â | 7374 |
Age | Â | 7406 | |
Formula | Â | 1603 | |
Mesalazine | √ | 7741 | |
Disease history | √ | 7535 | |
Hormones | √ | 8001 | |
Diet induced | √ | 8035 |
