Upload extra parameters and metrics

ltfsid_xgboost_seed_13/extra_params.json

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+{
+    "Lpls_beta": 0.17433451716529533
+}

ltfsid_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Area,0.1738774,0.10654896,0.10279499,0.19327308,0.24499302,0.07981578
+Sensing Range,0.10723765,0.07057107,0.08173069,0.0787362,0.11283354,0.041270602
+Transmission Range,0.10407758,0.05993555,0.089766026,0.064355776,0.10514154,0.038911615
+Number of Sensor nodes,0.038193557,0.044795666,0.03286029,0.030116891,0.029927606,0.025006417
+cpu_training_time,0.017469022,0.022095662,0.03067436,0.023661274,0.01511147,0.017528644
+cpu_prediction_time,0.022588465,0.02694084,0.024643304,0.03123585,0.019080142,0.023426665
+memory_usage,0.024615195,0.025922367,0.07293642,0.050473962,0.035216127,0.02683525
+max_depth,0.00977886,0.01627176,0.01696895,0.016545337,0.009835056,0.017666679
+learning_rate,0.12197307,0.13765137,0.18725264,0.17170694,0.073692754,0.09378438
+n_estimators,0.09492946,0.19595863,0.16800839,0.13355273,0.051099624,0.10714027
+model_CatBoostRegressor,0.032700855,0.03982797,0.023426196,0.024865946,0.06808956,0.1610245
+model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
+model_LGBMRegressor,0.15229106,0.14201444,0.097429805,0.11140694,0.15513498,0.13105993
+model_RandomForestRegressor,0.0703044,0.060410604,0.052145872,0.047469903,0.039504934,0.107674725
+model_XGBRegressor,0.029963369,0.05105519,0.019362085,0.02259918,0.040339626,0.12885462

ltfsid_xgboost_seed_13/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 5.123885163293064,
+            "MAPE": 2.0310668393862983,
+            "R2": 0.756435676366464,
+            "Pearson": 0.9458191941263809,
+            "Spearman": 0.8650772770550701
+        },
+        "validation": {
+            "RMSE": 13.119223083948006,
+            "MAPE": 2.1624378072651784,
+            "R2": 0.12604596820775094,
+            "Pearson": 0.3866988066602866,
+            "Spearman": 0.3857262161458479
+        },
+        "test": {
+            "RMSE": 5.476788254932715,
+            "MAPE": 3.3523192802056605,
+            "R2": 0.6633319106357654,
+            "Pearson": 0.8804898844443143,
+            "Spearman": 0.6777120092394423
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 2.6648630690842605,
+            "MAPE": 4.113924633193045,
+            "R2": 0.8961707151478996,
+            "Pearson": 0.9595382246750257,
+            "Spearman": 0.8674246049185599
+        },
+        "validation": {
+            "RMSE": 8.50494494849266,
+            "MAPE": 4.8506666172234265,
+            "R2": 0.43855394635495615,
+            "Pearson": 0.6638140253056245,
+            "Spearman": 0.6424010798834515
+        },
+        "test": {
+            "RMSE": 3.3009642482538495,
+            "MAPE": 26.355533439392655,
+            "R2": 0.8378345930950459,
+            "Pearson": 0.9232522251659936,
+            "Spearman": 0.7559379930510339
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 121.58044348854325,
+            "MAPE": 7218.8488510230845,
+            "R2": 0.8943023523056037,
+            "Pearson": 0.9794888465391877,
+            "Spearman": 0.789209696017081
+        },
+        "validation": {
+            "RMSE": 615.3351136365305,
+            "MAPE": 2745.9907156792424,
+            "R2": 0.053836651807325,
+            "Pearson": 0.270715081994959,
+            "Spearman": 0.361786365744746
+        },
+        "test": {
+            "RMSE": 123.90864763358836,
+            "MAPE": 321003.1817138626,
+            "R2": 0.8195167560955201,
+            "Pearson": 0.9367505074609819,
+            "Spearman": 0.6355077625357404
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 237.08948313962875,
+            "MAPE": 25906.08126766735,
+            "R2": 0.5616816523391371,
+            "Pearson": 0.9541490909654837,
+            "Spearman": 0.7401902160981347
+        },
+        "validation": {
+            "RMSE": 600.3386416166811,
+            "MAPE": 34001.644166419916,
+            "R2": 0.01914415831398475,
+            "Pearson": 0.2036556216379392,
+            "Spearman": 0.5548302448258344
+        },
+        "test": {
+            "RMSE": 194.54843104775242,
+            "MAPE": 5529463.752397823,
+            "R2": 0.5280531803181668,
+            "Pearson": 0.9160990300905747,
+            "Spearman": 0.6560779975554334
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.37236911198421063,
+            "MAPE": 1.3378757496907383,
+            "R2": 0.3995121284548797,
+            "Pearson": 0.8739867360830985,
+            "Spearman": 0.8440960572752795
+        },
+        "validation": {
+            "RMSE": 0.5140476548388875,
+            "MAPE": 1.5074548301691617,
+            "R2": 0.1017426060652642,
+            "Pearson": 0.37475933714097787,
+            "Spearman": 0.40650827323151245
+        },
+        "test": {
+            "RMSE": 0.3427626838288579,
+            "MAPE": 3.7647613840753493,
+            "R2": 0.31097177334347403,
+            "Pearson": 0.7607667100907389,
+            "Spearman": 0.6620312421776092
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.13311931992325232,
+            "MAPE": 3.4960447941544643,
+            "R2": 0.8081478752031243,
+            "Pearson": 0.9224812298532025,
+            "Spearman": 0.888731204574789
+        },
+        "validation": {
+            "RMSE": 0.241007650001747,
+            "MAPE": 3.400459303513872,
+            "R2": 0.513703948324807,
+            "Pearson": 0.7168980759154289,
+            "Spearman": 0.6952741712285095
+        },
+        "test": {
+            "RMSE": 0.16799576110999231,
+            "MAPE": 22.020239257285198,
+            "R2": 0.6875457893427248,
+            "Pearson": 0.8369665187820003,
+            "Spearman": 0.7755273117478187
+        }
+    }
+}