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. 2024 Jun 29;63(27):11971–11981. doi: 10.1021/acs.iecr.4c01171

Table 2. Performance of Imputation Models with the Increasing Count of Missing Data for Case D1.

  KNN
ETR
% missing PVmicro EC FR PVmicro EC FR
20% RMSE: 0.05 MAE: 0.02 R2: 0.97 RMSE: 1.68 MAE: 0.53 R2: 0.90 RMSE: 8.56 MAE: 2.73 R2: 0.81 RMSE: 0.01 MAE: 0.00 R2: 1.00 RMSE: 1.48 MAE: 0.45 R2: 0.92 RMSE: 5.05 MAE: 0.78 R2: 0.93
50% RMSE: 0.08 MAE: 0.05 R2: 0.91 RMSE: 2.54 MAE: 1.28 R2: 0.76 RMSE: 8.30 MAE: 4.07 R2: 0.82 RMSE: 0.04 MAE: 0.01 R2: 0.98 RMSE: 2.28 MAE: 1.08 R2: 0.81 RMSE: 6.72 MAE: 2.24 R2: 0.88
70% RMSE: 0.11 MAE: 0.06 R2: 0.85 RMSE: 2.95 MAE: 1.91 R2: 0.68 RMSE: 14.10 MAE: 7.62 R2: 0.49 RMSE: 0.09 MAE: 0.04 R2: 0.88 RMSE: 3.02 MAE: 1.69 R2: 0.67 RMSE: 8.99 MAE: 4.07 R2: 0.79