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. 2022 Sep 30;15:23. doi: 10.1186/s13040-022-00306-w

Table 8.

UMAP Parameter space exploration

Available Reduced parameter set All 9 parameters
Pipeline Combinat. R2 Selected parameters Regressor R2 Regressor
Uniform 2173 0.825 LR,LC,Metr,MiD,NN HGBRa 0.820 HGBR
RS,Mix,Sp
Log-z 2170 0.825 LR,LC,Metr,MiD,NN HGBR 0.825 HGBR
RS,Mix,Sp,NSR
Normal 2173 0.810 LR,LC,Metr,MiD,NN HGBR 0.803 HGBR
RS,Mix,Sp

aHistogram-based Gradient Boosting Regression Tree