Performance comparison on the prediction of MDA and LMI in 5-fold cross-validation
| Prediction task . | Method . | Average AUC . |
|---|---|---|
| Prediction of microRNA-disease associations | IMCMDA [17] | 0.6233+/−0.032 |
| MDHGI [18] | 0.6932+/−0.027 | |
| Zeng et al.’s work [19] | 0.7883+/−0.012 | |
| MDA-SKF [20] | 0.8192+/−0.010 | |
| The proposed method | 0.8512+/−0.012 | |
| Prediction of lncRNA–microRNA interactions | Neighbor-based CF [21] | 0.7301+/−0.026 |
| LFM CF [22] | 0.7692+/−0.025 | |
| EPLMI [23] | 0.8126+/−0.012 | |
| Katz [24] | 0.8737+/−0.008 | |
| The proposed method | 0.9014+/−0.012 |
| Prediction task . | Method . | Average AUC . |
|---|---|---|
| Prediction of microRNA-disease associations | IMCMDA [17] | 0.6233+/−0.032 |
| MDHGI [18] | 0.6932+/−0.027 | |
| Zeng et al.’s work [19] | 0.7883+/−0.012 | |
| MDA-SKF [20] | 0.8192+/−0.010 | |
| The proposed method | 0.8512+/−0.012 | |
| Prediction of lncRNA–microRNA interactions | Neighbor-based CF [21] | 0.7301+/−0.026 |
| LFM CF [22] | 0.7692+/−0.025 | |
| EPLMI [23] | 0.8126+/−0.012 | |
| Katz [24] | 0.8737+/−0.008 | |
| The proposed method | 0.9014+/−0.012 |
Performance comparison on the prediction of MDA and LMI in 5-fold cross-validation
| Prediction task . | Method . | Average AUC . |
|---|---|---|
| Prediction of microRNA-disease associations | IMCMDA [17] | 0.6233+/−0.032 |
| MDHGI [18] | 0.6932+/−0.027 | |
| Zeng et al.’s work [19] | 0.7883+/−0.012 | |
| MDA-SKF [20] | 0.8192+/−0.010 | |
| The proposed method | 0.8512+/−0.012 | |
| Prediction of lncRNA–microRNA interactions | Neighbor-based CF [21] | 0.7301+/−0.026 |
| LFM CF [22] | 0.7692+/−0.025 | |
| EPLMI [23] | 0.8126+/−0.012 | |
| Katz [24] | 0.8737+/−0.008 | |
| The proposed method | 0.9014+/−0.012 |
| Prediction task . | Method . | Average AUC . |
|---|---|---|
| Prediction of microRNA-disease associations | IMCMDA [17] | 0.6233+/−0.032 |
| MDHGI [18] | 0.6932+/−0.027 | |
| Zeng et al.’s work [19] | 0.7883+/−0.012 | |
| MDA-SKF [20] | 0.8192+/−0.010 | |
| The proposed method | 0.8512+/−0.012 | |
| Prediction of lncRNA–microRNA interactions | Neighbor-based CF [21] | 0.7301+/−0.026 |
| LFM CF [22] | 0.7692+/−0.025 | |
| EPLMI [23] | 0.8126+/−0.012 | |
| Katz [24] | 0.8737+/−0.008 | |
| The proposed method | 0.9014+/−0.012 |
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