initial commit FESurrogateModelTutorial

2026-05-21 17:03:51 +09:00
parent 93665d9ee6
commit 43b86669fa
122 changed files with 7929 additions and 0 deletions
@@ -0,0 +1 @@
+
@@ -0,0 +1,9 @@
+{
+  "model_name": "gpr",
+  "target_column": "tip_uy_m",
+  "rmse": 0.0102275703149458,
+  "mae": 0.004887524852501009,
+  "r2": 0.8984149766904297,
+  "fit_time_s": 0.15534250007476658,
+  "predict_time_s": 0.0016494999872520566
+}
@@ -0,0 +1,9 @@
+{
+  "model_name": "gradient_boosting",
+  "target_column": "tip_uy_m",
+  "rmse": 0.017503204254034725,
+  "mae": 0.0056308989929006875,
+  "r2": 0.7024774700809826,
+  "fit_time_s": 0.4196564999874681,
+  "predict_time_s": 0.0021611000411212444
+}
@@ -0,0 +1,9 @@
+{
+  "model_name": "mlp",
+  "target_column": "tip_uy_m",
+  "rmse": 0.02540606802811113,
+  "mae": 0.011091159933185777,
+  "r2": 0.3731557450209999,
+  "fit_time_s": 0.114232899970375,
+  "predict_time_s": 0.0020921999821439385
+}
@@ -0,0 +1,6 @@
+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
@@ -0,0 +1,9 @@
+{
+  "model_name": "random_forest",
+  "target_column": "tip_uy_m",
+  "rmse": 0.021182094831369028,
+  "mae": 0.008076487480895672,
+  "r2": 0.5642648925820651,
+  "fit_time_s": 0.6153512999881059,
+  "predict_time_s": 0.08771130000241101
+}
@@ -0,0 +1,9 @@
+{
+  "model_name": "rsm",
+  "target_column": "tip_uy_m",
+  "rmse": 0.01692421409745107,
+  "mae": 0.00986868711451997,
+  "r2": 0.7218354651088679,
+  "fit_time_s": 0.008010599995031953,
+  "predict_time_s": 0.0015782000264152884
+}