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initial commit FESurrogateModelTutorial

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김경종
2026-05-21 17:03:51 +09:00
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FESurrogateModelTutorial/reports/results/model_comparison.csv
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model_name,target_column,rmse,mae,r2,fit_time_s,predict_time_s
gpr,tip_uy_m,0.0102275703149458,0.004887524852501009,0.8984149766904297,0.15534250007476658,0.0016494999872520566
rsm,tip_uy_m,0.01692421409745107,0.00986868711451997,0.7218354651088679,0.008010599995031953,0.0015782000264152884
gradient_boosting,tip_uy_m,0.017503204254034725,0.0056308989929006875,0.7024774700809826,0.4196564999874681,0.0021611000411212444
random_forest,tip_uy_m,0.021182094831369028,0.008076487480895672,0.5642648925820651,0.6153512999881059,0.08771130000241101
mlp,tip_uy_m,0.02540606802811113,0.011091159933185777,0.3731557450209999,0.114232899970375,0.0020921999821439385
1 model_name target_column rmse mae r2 fit_time_s predict_time_s
2 gpr tip_uy_m 0.0102275703149458 0.004887524852501009 0.8984149766904297 0.15534250007476658 0.0016494999872520566
3 rsm tip_uy_m 0.01692421409745107 0.00986868711451997 0.7218354651088679 0.008010599995031953 0.0015782000264152884
4 gradient_boosting tip_uy_m 0.017503204254034725 0.0056308989929006875 0.7024774700809826 0.4196564999874681 0.0021611000411212444
5 random_forest tip_uy_m 0.021182094831369028 0.008076487480895672 0.5642648925820651 0.6153512999881059 0.08771130000241101
6 mlp tip_uy_m 0.02540606802811113 0.011091159933185777 0.3731557450209999 0.114232899970375 0.0020921999821439385