Research Article
Link Trustworthiness Evaluation over Multiple Heterogeneous Information Networks
Table 4
Performance of all the methods over data with different levels of noise.
| | Data | Multi-HITE | Minfluence- | Mattribute- | TransE | R-GCN | DistMult | ComplexE | | acc. | F1 | acc. | F1 | acc. | F1 | acc. | F1 | acc. | F1 | acc. | F1 | acc. | F1 |
| | 10% neg. | 0.91 | 0.92 | 0.90 | 0.90 | 0.90 | 0.89 | 0.91 | 0.90 | 0.90 | 0.90 | 0.91 | 0.91 | 0.91 | 0.91 | | 20% neg. | 0.90 | 0.91 | 0.89 | 0.89 | 0.89 | 0.89 | 0.91 | 0.90 | 0.89 | 0.89 | 0.90 | 0.90 | 0.90 | 0.90 | | 40% neg. | 0.92 | 0.92 | 0.90 | 0.89 | 0.89 | 0.89 | 0.90 | 0.90 | 0.89 | 0.89 | 0.88 | 0.88 | 0.88 | 0.88 |
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“acc.” and “F1” denote the accuracy and F1-score of estimations, respectively.
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