Table 3 The comparison of imputation results by different methods on the Opioid-Cocaine SUD dataset
From: Inferring phenotypes from substance use via collaborative matrix completion
q | Â | StoLADMM | LADMM | DirtyIMC | IMC | MAXIDE | NM |
|---|---|---|---|---|---|---|---|
20% | RMSE | 0.236 | 0.231 | 0.297 | 0.230 | 0.235 | 0.567 |
| Â | time(s) | 30.938 | 664.515 | 45.366 | 21.053 | 4732.718 | - |
40% | RMSE | 0.226 | 0.234 | 0.298 | 0.235 | 0.236 | 0.582 |
| Â | time(s) | 29.953 | 982.212 | 21.063 | 20.803 | 3772.202 | - |
60% | RMSE | 0.228 | 0.236 | 0.301 | 0.237 | 0.235 | 0.581 |
| Â | time(s) | 28.719 | 815.841 | 20.269 | 36.737 | 4718.916 | - |
80% | RMSE | 0.236 | 0.237 | 0.303 | 0.239 | 0.241 | 0.585 |
| Â | time(s) | 30.547 | 877.886 | 23.906 | 32.872 | 4011.692 | - |
100% | RMSE | 0.223 | 0.239 | 0.303 | 0.246 | 0.242 | 0.574 |
| Â | time(s) | 30.172 | 489.770 | 22.922 | 24.653 | 3695.292 | - |