Page Classification on Wikipedia (10% train ratio)
81.04Micro-F1LINE(1st+2nd)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LINE(1st+2nd)Classifier=one-vs-rest logistic regression, Evaluation Protocol=10-run average, Optimization=Edge-sampling2015.03 | 81.04 | 80.94 | |
| LINE(2nd)Classifier=one-vs-rest logistic regression, Evaluation Protocol=10-run average, Optimization=Edge-sampling2015.03 | 79.93 | 79.82 | |
| SkipGramClassifier=one-vs-rest logistic regression, Evaluation Protocol=10-run average2015.03 | 79.84 | 79.74 | |
| LINE(1st)Classifier=one-vs-rest logistic regression, Evaluation Protocol=10-run average, Optimization=Edge-sampling2015.03 | 79.67 | 79.54 | |
| GFClassifier=one-vs-rest logistic regression, Evaluation Protocol=10-run average2015.03 | 79.63 | 79.49 | |
| DeepWalkClassifier=one-vs-rest logistic regression, Evaluation Protocol=10-run average2015.03 | 78.89 | 78.78 | |
| LINE-SGD(1st)Classifier=one-vs-rest logistic regression, Evaluation Protocol=10-run average, Optimization=Direct SGD2015.03 | 76.03 | 75.85 | |
| LINE-SGD(2nd)Classifier=one-vs-rest logistic regression, Evaluation Protocol=10-run average, Optimization=Direct SGD2015.03 | 74.68 | 74.7 |