Node Classification on IMDb 40% (train)
60.27Macro F1 ScoreMAGNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAGNNLearning paradigm=Semi-supervised, Classifier=Linear SVM2020.02 | 60.27 | 60.5 | |
| HANLearning paradigm=Semi-supervised, Classifier=Linear SVM2020.02 | 56.15 | 57.32 | |
| GATLearning paradigm=Semi-supervised, Classifier=Linear SVM2020.02 | 55.5 | 55.56 | |
| GCNLearning paradigm=Semi-supervised, Classifier=Linear SVM2020.02 | 53.67 | 53.76 | |
| node2vecLearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 50.63 | 51.77 | |
| ESimLearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 50.09 | 51.21 | |
| metapath2vecLearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 47.57 | 48.17 | |
| HERecLearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 46.8 | 47.89 | |
| LINELearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 45.45 | 46.92 |