Table 7.
Feature Sets | Num of Features | Naïve | LR | SVM |
---|---|---|---|---|
Words | 25904 | 0.59 | 0.60 | 0.62 |
CUI | 9924 | 0.65 | 0.75 | 0.76 |
CUI_SEC | 24767 | 0.63 | 0.67 | 0.68 |
CUI_SEC + CUI_NEG | 26707 | 0.60 | 0.65 | 0.66 |
CUI_SEC + CUI_NEG + STY | 26958 | 0.59 | 0.64 | 0.65 |
CUI_count | 10245 | 0.68 | 0.68 | 0.67 |
CUI_count_tfidf | 10241 | 0.72 | 0.50 | 0.59 |
Refined CUI_count | 35 | 0.58 | 0.58 | 0.60 |
Refined CUI_count+CUI_SEC+CUI_NEG +STY | 174 | 0.60 | 0.51 | 0.53 |