Upload extra parameters and metrics

california_housing_xgboost_seed_478/extra_params.json

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

california_housing_xgboost_seed_478/feature_importance.csv

@@ -0,0 +1,20 @@
+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+MedInc,0.07703356,0.08800724,0.09537238,0.0943306,0.07313372,0.08384714
+HouseAge,0.08399243,0.067436926,0.09871781,0.08586737,0.079802155,0.047769178
+AveRooms,0.09900308,0.09411032,0.1126781,0.10144156,0.0980122,0.07625361
+AveBedrms,0.101150036,0.08807488,0.108964846,0.11152345,0.09937717,0.06001968
+Population,0.10251333,0.116039924,0.10426781,0.11415402,0.10070904,0.10118229
+AveOccup,0.12221161,0.15051971,0.106010124,0.122144386,0.11196583,0.14494729
+Latitude,0.1389381,0.1016582,0.15258262,0.10837984,0.13859592,0.08710362
+Longitude,0.14030753,0.088830896,0.12513845,0.07621525,0.13786812,0.08002042
+cpu_training_time,0.0032229675,0.003947783,0.003186482,0.0057286634,0.004159837,0.008605823
+cpu_prediction_time,0.0063462057,0.007813934,0.002827559,0.00543112,0.007749601,0.017143667
+memory_usage,0.00966504,0.029051032,0.007906949,0.02047081,0.0111387,0.044078432
+max_depth,0.011661668,0.015890332,0.00785344,0.015214249,0.010583178,0.025439536
+learning_rate,0.038587276,0.047799814,0.020905659,0.033257436,0.044864047,0.07104801
+n_estimators,0.033067647,0.04832002,0.009302492,0.0280048,0.040199183,0.0743604
+model_CatBoostRegressor,0.0043757386,0.007293961,0.006710173,0.011681539,0.0043435814,0.008041429
+model_DecisionTreeRegressor,0.005201854,0.004872824,0.006868319,0.016391566,0.015749598,0.01713724
+model_LGBMRegressor,0.003404908,0.0040030237,0.0023601274,0.0037342818,0.0039620553,0.0050835074
+model_RandomForestRegressor,0.014257099,0.027273947,0.013967522,0.029279605,0.014306288,0.043219633
+model_XGBRegressor,0.0050598932,0.009055311,0.014379167,0.016749427,0.0034798249,0.0046990965

california_housing_xgboost_seed_478/metrics.json

@@ -0,0 +1,140 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.20464862264065606,
+            "MAPE": 72105337677.06577,
+            "R2": 0.8562660083876593,
+            "Pearson": 0.9397805587527567,
+            "Spearman": 0.8954979402092376
+        },
+        "validation": {
+            "RMSE": 0.4594587471960978,
+            "MAPE": 69849692617.62439,
+            "R2": 0.1497378411304886,
+            "Pearson": 0.39693343801971936,
+            "Spearman": 0.37535986236945107
+        },
+        "test": {
+            "RMSE": 0.478466921727404,
+            "MAPE": 77612873723.31845,
+            "R2": 0.0728825756917959,
+            "Pearson": 0.3312078414790178,
+            "Spearman": 0.3125444643697529
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.2531136974038826,
+            "MAPE": 79427169235.92017,
+            "R2": 0.5923199157976266,
+            "Pearson": 0.7965176064140301,
+            "Spearman": 0.6273376506532031
+        },
+        "validation": {
+            "RMSE": 0.31673013817356666,
+            "MAPE": 150832778177.4556,
+            "R2": 0.22427874702968598,
+            "Pearson": 0.4768225843755479,
+            "Spearman": 0.44774678394800765
+        },
+        "test": {
+            "RMSE": 0.32058528398603947,
+            "MAPE": 130491178199.00198,
+            "R2": 0.20513190951410742,
+            "Pearson": 0.46079090195603395,
+            "Spearman": 0.4747279451930953
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.5943369586096084,
+            "MAPE": 80311303572.0222,
+            "R2": 0.46150479217295926,
+            "Pearson": 0.7435844328181969,
+            "Spearman": 0.4143102878343917
+        },
+        "validation": {
+            "RMSE": 0.6159848472114539,
+            "MAPE": 52569915825.62012,
+            "R2": 0.03027794728835953,
+            "Pearson": 0.19559516842306227,
+            "Spearman": 0.17126101952240572
+        },
+        "test": {
+            "RMSE": 0.6669718247308162,
+            "MAPE": 111116428773.06305,
+            "R2": -0.029712191328812976,
+            "Pearson": 0.11078428632178536,
+            "Spearman": 0.17500082275656254
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.5053502464311337,
+            "MAPE": 133210282570.32166,
+            "R2": 0.5559201925012047,
+            "Pearson": 0.7850994608375338,
+            "Spearman": 0.5100832225472113
+        },
+        "validation": {
+            "RMSE": 0.5431516800788567,
+            "MAPE": 176782468961.85837,
+            "R2": 0.10491351117254766,
+            "Pearson": 0.3558091818116226,
+            "Spearman": 0.4129908323405671
+        },
+        "test": {
+            "RMSE": 0.5914081189340227,
+            "MAPE": 200309621731.4486,
+            "R2": 0.05814246517683108,
+            "Pearson": 0.3004867137178167,
+            "Spearman": 0.42777453195172405
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.24458295546792574,
+            "MAPE": 58105567402.634384,
+            "R2": 0.7525968920420065,
+            "Pearson": 0.8984613117487992,
+            "Spearman": 0.8886445097195915
+        },
+        "validation": {
+            "RMSE": 0.4326980596265053,
+            "MAPE": 83342811332.19156,
+            "R2": 0.17789310022001636,
+            "Pearson": 0.42261621238310043,
+            "Spearman": 0.3975404544013959
+        },
+        "test": {
+            "RMSE": 0.44507313383708824,
+            "MAPE": 52114639090.77996,
+            "R2": 0.1228959036771673,
+            "Pearson": 0.3612217389921823,
+            "Spearman": 0.3431507864311118
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.19633915649427225,
+            "MAPE": 63008971424.8148,
+            "R2": 0.5269609826082615,
+            "Pearson": 0.7491594361091719,
+            "Spearman": 0.6978439836717476
+        },
+        "validation": {
+            "RMSE": 0.24332777828388247,
+            "MAPE": 139204102182.67926,
+            "R2": 0.24899487172356727,
+            "Pearson": 0.49920020277285443,
+            "Spearman": 0.4752600960764362
+        },
+        "test": {
+            "RMSE": 0.2416836752597828,
+            "MAPE": 102347128914.30916,
+            "R2": 0.2456418076695558,
+            "Pearson": 0.49608680000289374,
+            "Spearman": 0.4802790747443198
+        }
+    }
+}