Table 9.
Feature Sets | Num of Features | Naïve | LR | SVM |
---|---|---|---|---|
Words | 27261 | 0.75 | 0.71 | 0.70 |
CUI | 10227 | 0.78 | 0.70 | 0.69 |
CUI_SEC | 25850 | 0.80 | 0.78 | 0.77 |
CUI_SEC + CUI_NEG | 27867 | 0.79 | 0.75 | 0.75 |
CUI_SEC + CUI_NEG + STY | 28126 | 0.78 | 0.78 | 0.77 |
CUI_count | 10540 | 0.71 | 0.69 | 0.69 |
CUI_count_tfidf | 10536 | 0.68 | 0.54 | 0.58 |
Refined CUI_count | 61 | 0.58 | 0.70 | 0.68 |
Refined CUI_count+CUI_SEC+CUI_NEG +STY | 290 | 0.64 | 0.65 | 0.64 |