Table 1.
The Comparison of RMSE values of different methods on real-world datasets.
| MovieLens Data | NCI-Dream Challenge | |||||||
|---|---|---|---|---|---|---|---|---|
|
| ||||||||
| Methods | 20% | 30% | 40% | 50% | 20% | 30% | 40% | 50% |
| Our approach |
0.276 (± 0.001) |
0.279 (± 0.002) |
0.284 (± 0.001) |
0.292 (± 0.001) |
0.181 (± 0.069) |
0.139 (± 0.010) |
0.145 (± 0.018) |
0.190 (± 0.031) |
| MAXIDE | 0.424 (±0.016) |
0.425 (±0.013) |
0.419 (±0.008) |
0.421 (±0.013) |
0.268 (±0.036) |
0.240 (±0.007) |
0.255 (±0.016) |
0.288 (±0.022) |
| IMC | 0.935 (±0.001) |
0.943 (±0.001) |
0.945 (±0.001) |
0.959 (±0.001) |
0.437 (±0.031) |
0.489 (±0.003) |
0.557 (±0.013) |
0.637 (±0.011) |
| DirtyIMC | 0.705 (±0.001) |
0.738 (±0.001) |
0.775 (±0.001) |
0.814 (±0.001) |
0.432 (±0.033) |
0.475 (±0.008) |
0.551 (±0.018) |
0.632 (±0.011) |