Table 21.
Sentiment classification using different sentiment dictionaries achieved by WJST1.
| Model\dataset | Android | Auto | ELEC | MOV | STS | Sanders | SOMD |
|---|---|---|---|---|---|---|---|
| RND | 0.48 | 0.4925 | 0.465 | 0.525 | 0.5346 | 0.4852 | 0.4847 |
| AFINN | 0.6975 | 0.625 | 0.675 | 0.595 | 0.734 | 0.674 | 0.3395 |
| AFINN + w | 0.685 | 0.58 | 0.6375 | 0.595 | — | — | — |
| AFINN + RND | 0.58 | 0.535 | 0.52 | 0.555 | 0.6038 | 0.5424 | 0.4475 |
| Bing_Liu | 0.6975 | 0.64 | 0.695 | 0.635 | 0.698 | 0.6813 | 0.322 |
| Bing_Liu + RND | 0.5775 | 0.535 | 0.535 | 0.565 | 0.6288 | 0.5416 | 0.4388 |
| IMDB | 0.7025 | 0.59 | 0.6375 | 0.6425 | 0.5512 | 0.5988 | 0.4617 |
| IMDB + RND | 0.6125 | 0.4825 | 0.5475 | 0.5975 | 0.5595 | 0.5196 | 0.4748 |
| 8K | 0.5425 | 0.5025 | 0.5075 | 0.5025 | 0.4986 | 0.5351 | 0.3995 |
| 8K + RND | 0.515 | 0.48 | 0.5075 | 0.51 | 0.5373 | 0.495 | 0.4814 |
| Android | 0.855 | 0.6025 | 0.565 | 0.65 | 0.5857 | 0.5865 | 0.4985 |
| Android + w | 0.835 | 0.6 | 0.6025 | 0.6625 | — | — | — |
| Android + RND | 0.855 | 0.59 | 0.575 | 0.6125 | 0.5967 | 0.5579 | 0.505 |
| Auto | 0.6375 | 0.745 | 0.6175 | 0.63 | 0.594 | 0.6233 | 0.4766 |
| Auto + w | 0.6325 | 0.7375 | 0.65 | 0.635 | — | — | — |
| Auto + RND | 0.6375 | 0.745 | 0.62 | 0.6225 | 0.5829 | 0.6118 | 0.4875 |
| ELEC | 0.65 | 0.5475 | 0.7075 | 0.5825 | 0.594 | 0.6192 | 0.457 |
| ELEC + w | 0.63 | 0.5775 | 0.7125 | 0.63 | — | — | — |
| ELEC + RND | 0.6425 | 0.5575 | 0.7075 | 0.5775 | 0.6134 | 0.5914 | 0.4744 |
| MOV | 0.63 | 0.5525 | 0.5825 | 0.6375 | 0.5663 | 0.5767 | 0.4603 |
| MOV + w | 0.6425 | 0.5475 | 0.6425 | 0.94 | — | — | — |
| MOV + RND | 0.635 | 0.565 | 0.61 | 0.6375 | 0.5718 | 0.571 | 0.4493 |
| STS | 0.585 | 0.5475 | 0.595 | 0.5775 | 0.7431 | 0.5939 | 0.4231 |
| STS + RND | 0.5875 | 0.565 | 0.5975 | 0.5725 | 0.7431 | 0.5743 | 0.4395 |
| Sanders | 0.605 | 0.555 | 0.6 | 0.5375 | 0.6632 | 0.7538 | 0.421 |
| Sanders + RND | 0.6075 | 0.55 | 0.6025 | 0.5375 | 0.6771 | 0.7538 | 0.4559 |
| SOMD | 0.615 | 0.555 | 0.55 | 0.5125 | 0.5773 | 0.6078 | 0.594 |
| SOMD + RND | 0.61 | 0.5275 | 0.5425 | 0.5325 | 0.594 | 0.5767 | 0.594 |