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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   StoLADMM LADMM DirtyIMC IMC MAXIDE NM
20% RMSE 0.236 0.231 0.297 0.230 0.235 0.567
  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
  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
  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
  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
  time(s) 30.172 489.770 22.922 24.653 3695.292 -