Upload extra parameters and metrics

ltfsid_xgboost_seed_420/extra_params.json

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+{
+    "Lpls_beta": 0.17433451716529533
+}

ltfsid_xgboost_seed_420/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Area,0.16989218,0.09919513,0.10809155,0.18834181,0.24204142,0.08354748
+Sensing Range,0.10136844,0.069012724,0.08520081,0.08155614,0.112475626,0.045746952
+Transmission Range,0.11263512,0.06183961,0.084309064,0.06930821,0.10062256,0.03893961
+Number of Sensor nodes,0.034194935,0.049789395,0.039002895,0.028543245,0.033752427,0.027122224
+cpu_training_time,0.016548982,0.020813331,0.036044598,0.021807954,0.015077688,0.017985526
+cpu_prediction_time,0.022194471,0.029675769,0.02588178,0.029148724,0.019865956,0.024333859
+memory_usage,0.02477978,0.027541377,0.08916018,0.058931302,0.036113515,0.028315471
+max_depth,0.012084327,0.016700678,0.015564439,0.017713448,0.011773314,0.020078985
+learning_rate,0.116613984,0.13871206,0.18875885,0.17093031,0.07191654,0.095977955
+n_estimators,0.09216877,0.19191685,0.15559393,0.12961608,0.05397233,0.11234193
+model_CatBoostRegressor,0.033268496,0.03703094,0.03376763,0.020989394,0.06444247,0.17573883
+model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
+model_LGBMRegressor,0.1581706,0.15529564,0.08477401,0.103151634,0.15616612,0.14772654
+model_RandomForestRegressor,0.07702467,0.055624843,0.035516083,0.036330532,0.03427338,0.040692225
+model_XGBRegressor,0.029055253,0.046851758,0.018334348,0.043631278,0.04750667,0.14145237

ltfsid_xgboost_seed_420/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 3.903780264207862,
+            "MAPE": 2.0826922844553586,
+            "R2": 0.8586207649297634,
+            "Pearson": 0.9576561107703805,
+            "Spearman": 0.886812653562405
+        },
+        "validation": {
+            "RMSE": 13.122154715717146,
+            "MAPE": 2.3457915788612236,
+            "R2": 0.12565533567506582,
+            "Pearson": 0.40363517699402063,
+            "Spearman": 0.39741887621963556
+        },
+        "test": {
+            "RMSE": 4.748589886790673,
+            "MAPE": 3.7218884129744443,
+            "R2": 0.7469074392709436,
+            "Pearson": 0.8902965909617171,
+            "Spearman": 0.6864032700601289
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 2.8436889612664116,
+            "MAPE": 4.41971692094949,
+            "R2": 0.8817682138637846,
+            "Pearson": 0.9561469579656838,
+            "Spearman": 0.8615744834029219
+        },
+        "validation": {
+            "RMSE": 8.59861830751099,
+            "MAPE": 4.948849538222686,
+            "R2": 0.4261183186455155,
+            "Pearson": 0.6556248701536291,
+            "Spearman": 0.6435796588157843
+        },
+        "test": {
+            "RMSE": 3.377715194942918,
+            "MAPE": 28.452072338954547,
+            "R2": 0.8302058864471702,
+            "Pearson": 0.9222929722620998,
+            "Spearman": 0.7496218736326515
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 129.31130274972213,
+            "MAPE": 6453.376010176604,
+            "R2": 0.880433132948064,
+            "Pearson": 0.9780910812398477,
+            "Spearman": 0.7792851672646159
+        },
+        "validation": {
+            "RMSE": 617.369668852302,
+            "MAPE": 448.20177107572107,
+            "R2": 0.047569484550047836,
+            "Pearson": 0.2619024590292421,
+            "Spearman": 0.3539857126926548
+        },
+        "test": {
+            "RMSE": 127.20766800739088,
+            "MAPE": 387486.7704553024,
+            "R2": 0.8097782221471832,
+            "Pearson": 0.9370010559054052,
+            "Spearman": 0.6179064356277195
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 237.21173161126845,
+            "MAPE": 26475.092690657282,
+            "R2": 0.5612295229417987,
+            "Pearson": 0.9567125523542479,
+            "Spearman": 0.736296437463878
+        },
+        "validation": {
+            "RMSE": 599.6418705555234,
+            "MAPE": 34247.799688718056,
+            "R2": 0.021419658548253784,
+            "Pearson": 0.20587688971069598,
+            "Spearman": 0.5681696058961607
+        },
+        "test": {
+            "RMSE": 197.29619393756488,
+            "MAPE": 5584417.40119477,
+            "R2": 0.5146276717520513,
+            "Pearson": 0.908279613941064,
+            "Spearman": 0.6574701943116239
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.3553732395280016,
+            "MAPE": 1.3656805165619137,
+            "R2": 0.45307675175089046,
+            "Pearson": 0.8841589136956134,
+            "Spearman": 0.8558307418030116
+        },
+        "validation": {
+            "RMSE": 0.508974965245789,
+            "MAPE": 1.6248104126518903,
+            "R2": 0.11938337700427382,
+            "Pearson": 0.39310397701018973,
+            "Spearman": 0.4218441336506432
+        },
+        "test": {
+            "RMSE": 0.3310891495518744,
+            "MAPE": 3.2737539354050424,
+            "R2": 0.35710530701110876,
+            "Pearson": 0.775365886736816,
+            "Spearman": 0.6765827172294081
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.1333795731202018,
+            "MAPE": 3.525339942794786,
+            "R2": 0.8073969859036059,
+            "Pearson": 0.9223926860561316,
+            "Spearman": 0.8878350218870388
+        },
+        "validation": {
+            "RMSE": 0.2419990142977269,
+            "MAPE": 3.5075214526930196,
+            "R2": 0.5096950459161729,
+            "Pearson": 0.7139638579046133,
+            "Spearman": 0.6965174947827487
+        },
+        "test": {
+            "RMSE": 0.16934326545968026,
+            "MAPE": 23.25469113864309,
+            "R2": 0.6825132578955271,
+            "Pearson": 0.8338931335416055,
+            "Spearman": 0.767441353478379
+        }
+    }
+}