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. 2020 Oct 19;10:17682. doi: 10.1038/s41598-020-74725-2

Table 5.

Regression performance comparison using estimated and actual GEX values on Dataset1 and Dataset2.

Method Using estimated GEX Using actual GEX
MAE MSE MAE MSE
Dataset1 REP-ElasticNet 1.131 2.423 0.919 1.504
REP-KNN 1.087 2.281 0.839 1.305
REP-RandomForest 0.893 1.513 0.809 1.098
REP-SVR 1.105 2.049 0.727 0.891
Dataset2 REP-ElasticNet 0.918 1.335 0.934 1.237
REP-KNN 0.852 1.176 0.658 0.780
REP-RandomForest 0.813 1.148 0.930 1.265
REP-SVR 0.84 1.144 0.660 0.792

Columns corresponding to “estimated GEX” represent analysis in which in the test set, only the GEX values at the initial time point were used and the GEX of later time points were estimated. Columns corresponding to “actual GEX” represent analysis in which in the test set, GEX values of all time points were used.