Sentiment Classification on Amazon Reviews
0.7824Performance B->DDDML-RF
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDML-RFNuisance learner=RF, Feature selection=top-K effect-ranked causal2026.05 | 0.7824 | 0.7352 | 0.7729 | 0.746 | 0.7528 | 0.7739 | 0.6855 | 0.7064 | 0.8294 | 0.6805 | 0.7284 | 0.8088 | 0.7502 | 1.92 | |
| DDML-MLPNuisance learner=MLP, Feature selection=top-K effect-ranked causal2026.05 | 0.7739 | 0.7417 | 0.7854 | 0.734 | 0.7247 | 0.7699 | 0.6715 | 0.7214 | 0.8044 | 0.6885 | 0.7339 | 0.8083 | 0.7462 | 1.92 | |
| CIFD2026.05 | 0.7674 | 0.7382 | 0.7709 | 0.73 | 0.7297 | 0.7484 | 0.64 | 0.7084 | 0.8024 | 0.6755 | 0.7264 | 0.7923 | 0.7358 | 3.79 | |
| CVS2026.05 | 0.7569 | 0.7307 | 0.7704 | 0.73 | 0.7007 | 0.7429 | 0.6355 | 0.6378 | 0.7554 | 0.685 | 0.6983 | 0.8023 | 0.7205 | 4.83 | |
| PCFS2026.05 | 0.7539 | 0.6872 | 0.7269 | 0.716 | 0.7202 | 0.7434 | 0.6465 | 0.6918 | 0.7969 | 0.684 | 0.7294 | 0.7963 | 0.7244 | 4.83 | |
| EAMB2026.05 | 0.7469 | 0.7252 | 0.7539 | 0.725 | 0.7472 | 0.7492 | 0.681 | 0.6968 | 0.809 | 0.685 | 0.719 | 0.8028 | 0.7368 | 3.71 | |
| DGBR2026.05 | 0.6693 | 0.6582 | 0.6473 | 0.5975 | 0.5856 | 0.6108 | 0.5875 | 0.6253 | 0.6908 | 0.5775 | 0.5918 | 0.6752 | 0.6264 | 7 |