Table 4.
Co-differential genes selection results on four multi-view datasets.
| Methods | PAAD | ESCA | COAD | HNSC | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| N | HRS | ARS | N | HRS | ARS | N | HRS | ARS | N | HRS | ARS | |
| jNMF | 374 | 84.93 | 4.89 | 168 | 76.15 | 5.19 | 142 | 103.7 | 7.02 | 175 | 168.23 | 17.75 |
| iNMF | 375 | 84.93 | 4.84 | 171 | 76.15 | 5.31 | 144 | 103.7 | 7.71 | 175 | 102.98 | 16.65 |
| iONMF | 375 | 100.56 | 5.19 | 170 | 76.15 | 5.36 | 141 | 165.65 | 8.64 | 175 | 168.23 | 17.52 |
| MvNMF | 365 | 100.56 | 5.23 | 170 | 76.15 | 5.52 | 145 | 165.65 | 8.66 | 177 | 168.23 | 18.00 |
| GMvNMF | 376 | 100.56 | 5.53 | 182 | 76.15 | 5.69 | 152 | 173.12 | 8.37 | 177 | 168.23 | 17.60 |
Note: N is obtained by matching the co-differential genes selected by each method to the virulence gene pool of PAAD, ESCA, COAD, and HNSC. HRS represents the highest relevant score, and ARS represents the average relevant score. The best experimental results are highlighted in bold.