Research:Automatic new article topics suggestion/Statistics
OneVsRest classificationEdit
Random ForestEdit
Precision with max-depth 3Edit
| precision.macro | params |
|---|---|
| 0.3516 | n_estimators=160, max_features="log2", max_depth=3 |
| 0.3434 | n_estimators=80, max_features="log2", max_depth=3 |
| 0.3332 | n_estimators=40, max_features="log2", max_depth=3 |
| 0.3093 | n_estimators=20, max_features="log2", max_depth=3 |
| 0.2761 | n_estimators=10, max_features="log2", max_depth=3 |
Precision with n_estimators 160Edit
| precision.macro | params |
|---|---|
| 0.3514 | max_depth=3, max_features="log2", n_estimators=160 |
| 0.3455 | max_depth=3, max_features="sqrt", n_estimators=160 |
| 0.3256 | max_depth=2, max_features="log2", n_estimators=160 |
| 0.3163 | max_depth=2, max_features="sqrt", n_estimators=160 |
ROC-AUC with max_depth 3Edit
| roc_auc.macro | params |
|---|---|
| 0.9332 | max_features="log2", max_depth=3, n_estimators=80 |
| 0.9301 | max_features="log2", max_depth=3, n_estimators=40 |
| 0.9243 | max_features="log2", max_depth=3, n_estimators=20 |
| 0.913 | max_features="log2", max_depth=3, n_estimators=10 |
ROC-AUC with n_estimators 160Edit
| roc_auc.macro | params |
|---|---|
| 0.9404 | max_depth=4, max_features="sqrt", n_estimators=160 |
| 0.9401 | max_depth=4, max_features="log2", n_estimators=160 |
| 0.9344 | max_depth=3, max_features="log2", n_estimators=160 |
| 0.9342 | max_depth=3, max_features="sqrt", n_estimators=160 |
| 0.9279 | max_depth=2, max_features="log2", n_estimators=160 |
| 0.9262 | max_depth=2, max_features="sqrt", n_estimators=160 |
| 0.918 | max_depth=1, max_features="log2", n_estimators=160 |
| 0.9148 | max_depth=1, max_features="sqrt", n_estimators=160 |
Recall with max_depth 3Edit
| recall.macro | params |
|---|---|
| 0.8258 | n_estimators=160, max_features="log2", max_depth=3 |
| 0.8232 | n_estimators=80, max_features="log2", max_depth=3 |
| 0.8188 | n_estimators=40, max_features="log2", max_depth=3 |
| 0.8148 | n_estimators=20, max_features="log2", max_depth=3 |
| 0.8057 | n_estimators=10, max_features="log2", max_depth=3 |
Recall with n_estimators 100Edit
| recall.macro | params |
|---|---|
| 0.8267 | max_features="log2", n_estimators=100, max_depth=4 |
| 0.8242 | max_features="log2", n_estimators=100, max_depth=3 |
| 0.8135 | max_features="log2", n_estimators=100, max_depth=2 |
| 0.795 | max_features="log2", n_estimators=100, max_depth=1 |
GraphsEdit
Precision/Recall curveEdit
PR-AUC curve with random forest classifier
ROC-AUC curve with random forest classifier
