Results on sentiment classification (non-structured binary classification).
. | Accuracy . | Passes . | Train-Time (sec) . |
|---|---|---|---|
| LBFGS (batch) | 87.00 | 86 | 72.20 |
| SGD (on-line) | 87.13 | 44 | 55.88 |
| Perc (on-line) | 84.55 | 25 | 5.82 |
| Avg-Perc (on-line) | 85.04 | 46 | 12.22 |
| ADF (proposal) | 87.89 | 30 | 57.12 |
. | Accuracy . | Passes . | Train-Time (sec) . |
|---|---|---|---|
| LBFGS (batch) | 87.00 | 86 | 72.20 |
| SGD (on-line) | 87.13 | 44 | 55.88 |
| Perc (on-line) | 84.55 | 25 | 5.82 |
| Avg-Perc (on-line) | 85.04 | 46 | 12.22 |
| ADF (proposal) | 87.89 | 30 | 57.12 |