Upload 3 files

california_housing_xgboost_seed_13/extra_params.json

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+{
+    "Lpls_beta": 2.998288767829939
+}

california_housing_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+MedInc,0.08120474,0.0902041,0.0788537,0.09715232,0.07342265,0.083528124
+HouseAge,0.07795786,0.06608662,0.10641418,0.08738585,0.08189323,0.047603924
+AveRooms,0.09095834,0.08695673,0.12511429,0.09415882,0.09509583,0.07175594
+AveBedrms,0.11001023,0.08588685,0.12307224,0.120496474,0.096012466,0.055055283
+Population,0.11157701,0.114432946,0.103880316,0.113520354,0.10031917,0.095435984
+AveOccup,0.11623517,0.1471175,0.10360077,0.12173024,0.11418549,0.14194883
+Latitude,0.15162781,0.10764296,0.15138371,0.10825688,0.1407792,0.084408656
+Longitude,0.15244156,0.0875972,0.1286271,0.072131164,0.14341089,0.071832985
+cpu_training_time,0.0016245276,0.004492304,0.0015516122,0.0048381593,0.0037234386,0.01034051
+cpu_prediction_time,0.0031030467,0.007912905,0.0030481305,0.00589221,0.0072446545,0.01796303
+memory_usage,0.00826622,0.028629074,0.007641702,0.020348024,0.011619232,0.04491924
+max_depth,0.0053539528,0.018568367,0.0056335586,0.018807633,0.010183915,0.026458662
+learning_rate,0.04026649,0.047908094,0.015131877,0.03134794,0.044547457,0.08485105
+n_estimators,0.030161792,0.050600134,0.010827241,0.028487425,0.039535515,0.080922484
+model_CatBoostRegressor,0.0028150014,0.0070384596,0.0052189915,0.011127253,0.003929089,0.008888585
+model_DecisionTreeRegressor,0.0039124023,0.006012077,0.0069197556,0.019388536,0.013951663,0.015140557
+model_LGBMRegressor,0.0015670831,0.0041569327,0.0017076721,0.0031460722,0.0031765045,0.006315654
+model_RandomForestRegressor,0.0063249716,0.029871743,0.010242603,0.024731131,0.013701686,0.047969803
+model_XGBRegressor,0.0045916843,0.008884992,0.011130589,0.017053451,0.0032679741,0.0046607056

california_housing_xgboost_seed_13/metrics.json

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+{
+    "L1s": {
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+            "RMSE": 0.3739507360947813,
+            "MAPE": 64033434249.924446,
+            "R2": 0.5200780436643875,
+            "Pearson": 0.8016829016160018,
+            "Spearman": 0.6926153055745303
+        },
+        "validation": {
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+            "MAPE": 49370250868.695984,
+            "R2": 0.06103482086108247,
+            "Pearson": 0.25781037175286575,
+            "Spearman": 0.24503013884795613
+        },
+        "test": {
+            "RMSE": 0.47926051908861744,
+            "MAPE": 72481277124.64287,
+            "R2": 0.06980454424840699,
+            "Pearson": 0.27606741671166724,
+            "Spearman": 0.2689458562388867
+        }
+    },
+    "L1": {
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+            "MAPE": 84540678054.46205,
+            "R2": 0.5854210046159607,
+            "Pearson": 0.7928775289297655,
+            "Spearman": 0.6241307888739404
+        },
+        "validation": {
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+            "R2": 0.23823779022364822,
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+            "Spearman": 0.4585957331882951
+        },
+        "test": {
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+            "Pearson": 0.4607949361276261,
+            "Spearman": 0.46888978906418993
+        }
+    },
+    "L2s": {
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+            "MAPE": 46080220234.46925,
+            "R2": 0.3041548556789839,
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+            "Spearman": 0.3064475990194571
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+        "validation": {
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+            "Spearman": 0.1253184608319059
+        },
+        "test": {
+            "RMSE": 0.6655282568117316,
+            "MAPE": 56323652308.00271,
+            "R2": -0.025259676806789866,
+            "Pearson": 0.06346918975401063,
+            "Spearman": 0.1522756113712995
+        }
+    },
+    "L2": {
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+            "R2": 0.5865208206755755,
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+            "Spearman": 0.5233094806374171
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+        "validation": {
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+    },
+    "Lpls": {
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+        "validation": {
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+            "Pearson": 0.35040709416154536,
+            "Spearman": 0.33841876923496717
+        }
+    },
+    "Lpl": {
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+            "Spearman": 0.6683002794503554
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+        "validation": {
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+            "R2": 0.24978480247435886,
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+            "Pearson": 0.49507891520594166,
+            "Spearman": 0.4774707109812226
+        }
+    }
+}