Dataset | Direct correlation inference methods | the state-of-the-art method |
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Corpcor | Space | MIND | E-C&S&M | B&E-C&S&M | Pearson | IDA | Lasso | E-P&I&L |
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EMT | 35 | 45 | 24 | 41 | 40 | 30 | 29 | 29 | 31 |
MCC | 200 | 183 | 210 | 209 | 216 | 205 | 198 | 187 | 203 |
BR | 98 | 83 | 95 | 102 | 105 | 114 | 124 | 120 | 101 |
- To compare the performance of our method with a related work, we investigate the number of experimentally confirmed miRNA-mRNA associations of the state-of-the-art Ensemble model. It combines Pearson’s correlation (denoted as P), IDA (denoted as I), and Lasso (denoted as L) using the Borda count election and was reported as the best-performed Ensemble model on the three datasets [1]. ‘E’ denotes the Ensemble approach, and ‘B&E’ denotes the DMirNet with both bootstrapping and Ensemble aggregation