Upload extra parameters and metrics

california_housing_xgboost_seed_420/extra_params.json

@@ -0,0 +1,3 @@
+{
+    "Lpls_beta": 2.998288767829939
+}

california_housing_xgboost_seed_420/feature_importance.csv

@@ -0,0 +1,20 @@
+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+MedInc,0.0718518,0.0906007,0.09137658,0.104015455,0.07074999,0.08512552
+HouseAge,0.072737865,0.06306927,0.09399829,0.092088565,0.076369904,0.052740034
+AveRooms,0.0938777,0.09337258,0.10757272,0.100278944,0.09717461,0.077454485
+AveBedrms,0.106259964,0.08403721,0.1257041,0.09914208,0.09956042,0.061360788
+Population,0.101583175,0.114120334,0.10371736,0.11587684,0.10087746,0.10087357
+AveOccup,0.1209609,0.14495689,0.10709847,0.11862088,0.109574355,0.14678612
+Latitude,0.18199466,0.10724459,0.14521903,0.11421886,0.13995986,0.08976998
+Longitude,0.17085226,0.08982354,0.117815144,0.07987205,0.14196545,0.07584965
+cpu_training_time,0.002240787,0.004658258,0.0028579887,0.006156811,0.0039143725,0.010783159
+cpu_prediction_time,0.0048424182,0.006881047,0.003075735,0.0068726586,0.0074439244,0.016491227
+memory_usage,0.0051666806,0.028122379,0.008226467,0.017830538,0.012284028,0.046667885
+max_depth,0.0029830148,0.02018128,0.007426192,0.017601637,0.010543264,0.025510464
+learning_rate,0.026995877,0.046754964,0.021041686,0.03298895,0.0447131,0.07312289
+n_estimators,0.021438261,0.051786225,0.012629124,0.027192513,0.03886294,0.072632685
+model_CatBoostRegressor,0.0016387112,0.007817048,0.006491831,0.009658704,0.0045982683,0.008610428
+model_DecisionTreeRegressor,0.0015256224,0.0024389287,0.019080149,0.01417222,0.020047484,0.006332988
+model_LGBMRegressor,0.0009116076,0.0031457928,0.0022920244,0.0037758504,0.0035191942,0.0054086223
+model_RandomForestRegressor,0.008305074,0.029051421,0.011144585,0.02188708,0.014632158,0.039555386
+model_XGBRegressor,0.0038336935,0.011937507,0.01323246,0.0177494,0.0032092128,0.004924117

california_housing_xgboost_seed_420/metrics.json

@@ -0,0 +1,140 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.461709828347936,
+            "MAPE": 40516965594.07874,
+            "R2": 0.2683892583912616,
+            "Pearson": 0.6412168270167303,
+            "Spearman": 0.5049383666033456
+        },
+        "validation": {
+            "RMSE": 0.48937514620558137,
+            "MAPE": 38254539649.21655,
+            "R2": 0.03540807640679344,
+            "Pearson": 0.19806806819249428,
+            "Spearman": 0.2284722290073201
+        },
+        "test": {
+            "RMSE": 0.4876375246099265,
+            "MAPE": 48111937612.862724,
+            "R2": 0.03700253934801123,
+            "Pearson": 0.20314006502287285,
+            "Spearman": 0.22813746061166384
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.24680760541992822,
+            "MAPE": 79691351382.68391,
+            "R2": 0.6123808034144864,
+            "Pearson": 0.8082545525614259,
+            "Spearman": 0.6368441066159495
+        },
+        "validation": {
+            "RMSE": 0.3140052186634001,
+            "MAPE": 163243615006.00037,
+            "R2": 0.23756883222386604,
+            "Pearson": 0.4897946732559276,
+            "Spearman": 0.4557632945179583
+        },
+        "test": {
+            "RMSE": 0.3184062615650596,
+            "MAPE": 130100711016.58704,
+            "R2": 0.21590064496997563,
+            "Pearson": 0.47026653256774104,
+            "Spearman": 0.4734746000542355
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.6011383626880665,
+            "MAPE": 75568287352.34096,
+            "R2": 0.4491095344681435,
+            "Pearson": 0.7335706118317028,
+            "Spearman": 0.3934257185071819
+        },
+        "validation": {
+            "RMSE": 0.618147892845503,
+            "MAPE": 42195785245.42701,
+            "R2": 0.023455585128268286,
+            "Pearson": 0.18963352891551338,
+            "Spearman": 0.1695351586094826
+        },
+        "test": {
+            "RMSE": 0.6727946599080716,
+            "MAPE": 101052419865.94629,
+            "R2": -0.047769976610827714,
+            "Pearson": 0.09056237526024473,
+            "Spearman": 0.19171555873000806
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.4889712085577864,
+            "MAPE": 139232483554.76895,
+            "R2": 0.5842400628040758,
+            "Pearson": 0.7997067341840407,
+            "Spearman": 0.5204589276839966
+        },
+        "validation": {
+            "RMSE": 0.5440441629108083,
+            "MAPE": 202432094294.4748,
+            "R2": 0.10196956136750046,
+            "Pearson": 0.3595318339235165,
+            "Spearman": 0.4080904825058168
+        },
+        "test": {
+            "RMSE": 0.5898845060759866,
+            "MAPE": 227280636071.27338,
+            "R2": 0.06298912762268871,
+            "Pearson": 0.3155612695912178,
+            "Spearman": 0.43592723355174706
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.2407369537535227,
+            "MAPE": 59382178486.083755,
+            "R2": 0.7603164130796009,
+            "Pearson": 0.9013801578502569,
+            "Spearman": 0.8911547321783446
+        },
+        "validation": {
+            "RMSE": 0.4342964040551297,
+            "MAPE": 81191847351.4388,
+            "R2": 0.17180831723536294,
+            "Pearson": 0.4155471455612965,
+            "Spearman": 0.39314141182614726
+        },
+        "test": {
+            "RMSE": 0.448644384417956,
+            "MAPE": 47980375520.35026,
+            "R2": 0.10876372970588222,
+            "Pearson": 0.3454960062527696,
+            "Spearman": 0.3240377242330218
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.20014035739109137,
+            "MAPE": 62588719429.36066,
+            "R2": 0.5084672447483078,
+            "Pearson": 0.7372118960180705,
+            "Spearman": 0.6858820642140525
+        },
+        "validation": {
+            "RMSE": 0.2434412255331063,
+            "MAPE": 134972792753.46283,
+            "R2": 0.24829442290572268,
+            "Pearson": 0.4983668640585043,
+            "Spearman": 0.4742329028617673
+        },
+        "test": {
+            "RMSE": 0.2417277500189324,
+            "MAPE": 105078780247.31046,
+            "R2": 0.24536664479592218,
+            "Pearson": 0.49574660761396444,
+            "Spearman": 0.4781630254253885
+        }
+    }
+}