Upload extra parameters and metrics

ltfsid_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 0.17433451716529533
+}

ltfsid_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Area,0.16650556,0.104042,0.110790245,0.18698144,0.22858596,0.079595335
+Sensing Range,0.096395254,0.07142719,0.08443627,0.081047654,0.10625835,0.04073176
+Transmission Range,0.08282047,0.058299482,0.079647206,0.06370712,0.09457358,0.03763252
+Number of Sensor nodes,0.057193276,0.039678603,0.037460275,0.03976532,0.044573765,0.026765596
+cpu_training_time,0.015822126,0.023344096,0.029143037,0.026087116,0.015330071,0.018265143
+cpu_prediction_time,0.018666433,0.030702073,0.021463268,0.026748212,0.019815007,0.02858627
+memory_usage,0.024997776,0.026662648,0.06294045,0.05073779,0.031225296,0.025876077
+max_depth,0.011900611,0.016653996,0.016653582,0.014804249,0.012038619,0.018220931
+learning_rate,0.11969537,0.1383388,0.20285437,0.19479628,0.0802165,0.09294837
+n_estimators,0.10069451,0.199187,0.16446628,0.1307154,0.059817974,0.110818796
+model_CatBoostRegressor,0.038039442,0.03375551,0.026747802,0.022013765,0.06478934,0.16546862
+model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
+model_LGBMRegressor,0.15686068,0.1544886,0.101134606,0.09837144,0.16015822,0.12982534
+model_RandomForestRegressor,0.08197286,0.06070652,0.043693952,0.042681478,0.040458158,0.08757087
+model_XGBRegressor,0.028435577,0.042713534,0.018568609,0.021542719,0.04215912,0.13769436

ltfsid_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 3.000326286843323,
+            "MAPE": 2.1209011463768306,
+            "R2": 0.9164874252791397,
+            "Pearson": 0.9682591560790345,
+            "Spearman": 0.910452780062347
+        },
+        "validation": {
+            "RMSE": 13.119852024915275,
+            "MAPE": 2.450291480169129,
+            "R2": 0.1259621707654508,
+            "Pearson": 0.4278816348664773,
+            "Spearman": 0.4080479418568518
+        },
+        "test": {
+            "RMSE": 4.2417646368727535,
+            "MAPE": 3.3892097050561567,
+            "R2": 0.7980503114808901,
+            "Pearson": 0.9021641160515514,
+            "Spearman": 0.7060642019814305
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 2.9777137749590805,
+            "MAPE": 4.578527910603354,
+            "R2": 0.8703609122622282,
+            "Pearson": 0.95518932682032,
+            "Spearman": 0.8593872701241343
+        },
+        "validation": {
+            "RMSE": 8.497357882704609,
+            "MAPE": 5.18980990046319,
+            "R2": 0.4395552057795562,
+            "Pearson": 0.6684475861379057,
+            "Spearman": 0.6513200600256992
+        },
+        "test": {
+            "RMSE": 3.4755288812115057,
+            "MAPE": 30.21602004409366,
+            "R2": 0.8202295198287947,
+            "Pearson": 0.9212900216771156,
+            "Spearman": 0.7514394714842639
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 110.94090705785624,
+            "MAPE": 7968.998124792408,
+            "R2": 0.9119921724947622,
+            "Pearson": 0.9818499071341291,
+            "Spearman": 0.7987421897054485
+        },
+        "validation": {
+            "RMSE": 615.7729430069196,
+            "MAPE": 441.5681555187754,
+            "R2": 0.052489725645085916,
+            "Pearson": 0.26921685626521286,
+            "Spearman": 0.35363047258762287
+        },
+        "test": {
+            "RMSE": 118.11164637671745,
+            "MAPE": 380332.9053872202,
+            "R2": 0.8360093449609884,
+            "Pearson": 0.9398181635340996,
+            "Spearman": 0.6329351424371743
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 238.87371810859418,
+            "MAPE": 26261.801708826497,
+            "R2": 0.5550596322469952,
+            "Pearson": 0.9545742701877913,
+            "Spearman": 0.7396771800719246
+        },
+        "validation": {
+            "RMSE": 596.6564830778248,
+            "MAPE": 33929.95864808887,
+            "R2": 0.031139357156992897,
+            "Pearson": 0.22798909597823608,
+            "Spearman": 0.5952352887271213
+        },
+        "test": {
+            "RMSE": 195.5994988961701,
+            "MAPE": 5457723.126923471,
+            "R2": 0.5229399229036324,
+            "Pearson": 0.9162947408474248,
+            "Spearman": 0.6592122677822544
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.28352584302846534,
+            "MAPE": 1.5516065413324025,
+            "R2": 0.6518693645635432,
+            "Pearson": 0.9051996119780908,
+            "Spearman": 0.882083906052423
+        },
+        "validation": {
+            "RMSE": 0.5068139522753331,
+            "MAPE": 1.8275275084189941,
+            "R2": 0.1268453707415902,
+            "Pearson": 0.38191525079407396,
+            "Spearman": 0.4225086396389138
+        },
+        "test": {
+            "RMSE": 0.2807461324591362,
+            "MAPE": 3.797290989597678,
+            "R2": 0.5377493734721067,
+            "Pearson": 0.7961752768508006,
+            "Spearman": 0.6977561872405723
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.13406846300092115,
+            "MAPE": 3.4907864323238162,
+            "R2": 0.8054023039821644,
+            "Pearson": 0.9207406115662458,
+            "Spearman": 0.88674439958124
+        },
+        "validation": {
+            "RMSE": 0.24118457353481607,
+            "MAPE": 3.435883851876583,
+            "R2": 0.5129897071336529,
+            "Pearson": 0.716364919370619,
+            "Spearman": 0.6956550816424133
+        },
+        "test": {
+            "RMSE": 0.16785373779944587,
+            "MAPE": 22.360636219641922,
+            "R2": 0.6880738624738115,
+            "Pearson": 0.8375368548139419,
+            "Spearman": 0.773184281936918
+        }
+    }
+}