Upload extra parameters and metrics

ltfsid_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 0.17433451716529533
+}

ltfsid_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Area,0.1715221,0.10408672,0.10156263,0.18313882,0.22132222,0.08232326
+Sensing Range,0.114302844,0.06925734,0.093091466,0.07866086,0.10754956,0.043579686
+Transmission Range,0.099255286,0.06041201,0.0801061,0.07916748,0.093132,0.042482346
+Number of Sensor nodes,0.028539268,0.045660026,0.03173053,0.040164415,0.03502761,0.020968499
+cpu_training_time,0.016172297,0.021390656,0.031960726,0.024746358,0.0150270555,0.019448934
+cpu_prediction_time,0.023208292,0.028496543,0.02289141,0.03240624,0.018392643,0.023706788
+memory_usage,0.026499009,0.026430707,0.07675878,0.0589806,0.033038754,0.026961345
+max_depth,0.010898955,0.015516883,0.018184338,0.01930073,0.0132282805,0.019080505
+learning_rate,0.12317936,0.13405535,0.20486656,0.16894418,0.079455175,0.093240194
+n_estimators,0.09738185,0.20577978,0.16259272,0.1280195,0.06112539,0.12141423
+model_CatBoostRegressor,0.03428557,0.03628739,0.025071373,0.022518842,0.07193475,0.16266465
+model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
+model_LGBMRegressor,0.15680173,0.1454088,0.09943437,0.111518025,0.16216685,0.13701491
+model_RandomForestRegressor,0.06933787,0.058714047,0.02532027,0.025593277,0.04789808,0.071214736
+model_XGBRegressor,0.028615542,0.04850365,0.026428765,0.02684067,0.04070152,0.13589996

ltfsid_xgboost_seed_504/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 5.457426550673798,
+            "MAPE": 1.9373427666280103,
+            "R2": 0.7236937566984388,
+            "Pearson": 0.9441560229167862,
+            "Spearman": 0.860969900122707
+        },
+        "validation": {
+            "RMSE": 13.149272427658666,
+            "MAPE": 2.2004081323927207,
+            "R2": 0.12203783130101575,
+            "Pearson": 0.37905871553020415,
+            "Spearman": 0.3655423026390765
+        },
+        "test": {
+            "RMSE": 5.7247828362523965,
+            "MAPE": 3.839650171696242,
+            "R2": 0.6321522643180353,
+            "Pearson": 0.877339314258277,
+            "Spearman": 0.677365248460069
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 2.6602449024073134,
+            "MAPE": 4.10211484530632,
+            "R2": 0.8965302724287793,
+            "Pearson": 0.9604934507132289,
+            "Spearman": 0.8679283098641013
+        },
+        "validation": {
+            "RMSE": 8.436524291409782,
+            "MAPE": 4.938096649437461,
+            "R2": 0.44755106260921496,
+            "Pearson": 0.6703333806876508,
+            "Spearman": 0.6492926660442117
+        },
+        "test": {
+            "RMSE": 3.3342816885105924,
+            "MAPE": 27.273570382038873,
+            "R2": 0.8345445224205185,
+            "Pearson": 0.9217042790724548,
+            "Spearman": 0.7409930379105856
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 169.4628536516094,
+            "MAPE": 6079.282907457808,
+            "R2": 0.7946536884138133,
+            "Pearson": 0.9733553676190428,
+            "Spearman": 0.7683686513373447
+        },
+        "validation": {
+            "RMSE": 620.8956815546102,
+            "MAPE": 2581.0050913422447,
+            "R2": 0.036659093504129436,
+            "Pearson": 0.2424041622430147,
+            "Spearman": 0.3297382232454828
+        },
+        "test": {
+            "RMSE": 151.93432853328534,
+            "MAPE": 378702.1878189326,
+            "R2": 0.7286402216741437,
+            "Pearson": 0.9273884077216448,
+            "Spearman": 0.6099041955265264
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 238.42582511933782,
+            "MAPE": 26214.265858812232,
+            "R2": 0.5567266121108703,
+            "Pearson": 0.9576484739597224,
+            "Spearman": 0.734771536972626
+        },
+        "validation": {
+            "RMSE": 595.9803815800602,
+            "MAPE": 33971.91489008867,
+            "R2": 0.03333384264843342,
+            "Pearson": 0.23528988320751557,
+            "Spearman": 0.5982721869050432
+        },
+        "test": {
+            "RMSE": 194.61373567355324,
+            "MAPE": 5436223.541285962,
+            "R2": 0.5277362876754259,
+            "Pearson": 0.920575986076344,
+            "Spearman": 0.6660644456203494
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.29244714090114965,
+            "MAPE": 1.470117723326496,
+            "R2": 0.62961644001221,
+            "Pearson": 0.8960619337839898,
+            "Spearman": 0.8699308642061285
+        },
+        "validation": {
+            "RMSE": 0.5098172456738032,
+            "MAPE": 1.6192379089492388,
+            "R2": 0.11646637745846,
+            "Pearson": 0.36509743183294285,
+            "Spearman": 0.40411217534255006
+        },
+        "test": {
+            "RMSE": 0.2858435787199676,
+            "MAPE": 4.70907107175321,
+            "R2": 0.5208110163966024,
+            "Pearson": 0.7919601294018219,
+            "Spearman": 0.6888045220454376
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.13294859113368698,
+            "MAPE": 3.5250692327678674,
+            "R2": 0.8086396697333318,
+            "Pearson": 0.9233670132662322,
+            "Spearman": 0.8883392178814525
+        },
+        "validation": {
+            "RMSE": 0.24026216087244254,
+            "MAPE": 3.45709397673479,
+            "R2": 0.5167077345571659,
+            "Pearson": 0.7188628778896053,
+            "Spearman": 0.6995865439445313
+        },
+        "test": {
+            "RMSE": 0.16856188578846176,
+            "MAPE": 23.13162701806308,
+            "R2": 0.6854363779665601,
+            "Pearson": 0.8354444638281254,
+            "Spearman": 0.7692235515760634
+        }
+    }
+}