Upload extra parameters and metrics

ltfsid_xgboost_seed_290/extra_params.json

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+{
+    "Lpls_beta": 0.17433451716529533
+}

ltfsid_xgboost_seed_290/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Area,0.16930722,0.10346787,0.09979553,0.19150314,0.21438283,0.084621675
+Sensing Range,0.10017158,0.07122887,0.08579161,0.08228457,0.09140512,0.042856194
+Transmission Range,0.10272466,0.05621056,0.08711135,0.065999515,0.10543059,0.039149318
+Number of Sensor nodes,0.035153195,0.045512505,0.039156135,0.03211053,0.04273197,0.024953011
+cpu_training_time,0.01668264,0.022377737,0.028468605,0.027135344,0.013342514,0.017615303
+cpu_prediction_time,0.021196593,0.028121356,0.027385352,0.038359422,0.021800935,0.025297152
+memory_usage,0.028085198,0.030647712,0.07759551,0.0587444,0.03368125,0.026770987
+max_depth,0.0123723205,0.016103663,0.019377902,0.022898471,0.013651553,0.018215485
+learning_rate,0.1201305,0.1451611,0.18773915,0.16779158,0.07566444,0.09685569
+n_estimators,0.09648873,0.19334117,0.1679834,0.13170305,0.05926253,0.10652005
+model_CatBoostRegressor,0.03572182,0.038023714,0.025538111,0.028099533,0.07161433,0.15956095
+model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
+model_LGBMRegressor,0.15916984,0.1470921,0.097458676,0.09841096,0.16338833,0.14115581
+model_RandomForestRegressor,0.07409179,0.05487614,0.0334928,0.031581838,0.047313195,0.08950618
+model_XGBRegressor,0.028704066,0.047835585,0.023105888,0.023377575,0.046330355,0.12692213

ltfsid_xgboost_seed_290/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 3.9733670612446246,
+            "MAPE": 2.0233022471243993,
+            "R2": 0.8535355335935464,
+            "Pearson": 0.9575096274106871,
+            "Spearman": 0.8865248739023796
+        },
+        "validation": {
+            "RMSE": 13.148071506113553,
+            "MAPE": 2.3062780431029237,
+            "R2": 0.12219819234646967,
+            "Pearson": 0.39993910807708727,
+            "Spearman": 0.38832599302016724
+        },
+        "test": {
+            "RMSE": 4.673852011250297,
+            "MAPE": 5.197608203173889,
+            "R2": 0.7548115728325521,
+            "Pearson": 0.894112379548004,
+            "Spearman": 0.7021304684478903
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 2.792360909021899,
+            "MAPE": 4.308550859921902,
+            "R2": 0.8859978175694634,
+            "Pearson": 0.9573166147740977,
+            "Spearman": 0.8632168443375854
+        },
+        "validation": {
+            "RMSE": 8.513725843666268,
+            "MAPE": 4.779873375998349,
+            "R2": 0.4373940225809504,
+            "Pearson": 0.6639558229715735,
+            "Spearman": 0.653831644093008
+        },
+        "test": {
+            "RMSE": 3.3150698765260307,
+            "MAPE": 27.97732912823311,
+            "R2": 0.8364457066286581,
+            "Pearson": 0.9245421375861647,
+            "Spearman": 0.7490501148714959
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 126.6818383689826,
+            "MAPE": 7369.390539128082,
+            "R2": 0.8852463283947951,
+            "Pearson": 0.978983635050803,
+            "Spearman": 0.7852745662970763
+        },
+        "validation": {
+            "RMSE": 616.8876753993375,
+            "MAPE": 1474.1563156802633,
+            "R2": 0.049056068990642965,
+            "Pearson": 0.2650274280099429,
+            "Spearman": 0.33287536585911653
+        },
+        "test": {
+            "RMSE": 125.43637442166893,
+            "MAPE": 427758.8200672031,
+            "R2": 0.8150387977404885,
+            "Pearson": 0.9353736662206305,
+            "Spearman": 0.6301024597522078
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 240.441332906915,
+            "MAPE": 26317.17130739751,
+            "R2": 0.5492006053518863,
+            "Pearson": 0.9575054368979788,
+            "Spearman": 0.7377280972261702
+        },
+        "validation": {
+            "RMSE": 594.592225200172,
+            "MAPE": 34290.768995563136,
+            "R2": 0.037831712304466136,
+            "Pearson": 0.25887080073202545,
+            "Spearman": 0.5939549791110804
+        },
+        "test": {
+            "RMSE": 194.7179159729477,
+            "MAPE": 5472450.009151787,
+            "R2": 0.5272305295000586,
+            "Pearson": 0.9278206557203563,
+            "Spearman": 0.6582291112056335
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.20317875104404873,
+            "MAPE": 1.6084474971113822,
+            "R2": 0.8212222304624894,
+            "Pearson": 0.9308393234596496,
+            "Spearman": 0.9101865040580092
+        },
+        "validation": {
+            "RMSE": 0.5048252872497133,
+            "MAPE": 1.9440677124139067,
+            "R2": 0.13368419335023551,
+            "Pearson": 0.4374776120385706,
+            "Spearman": 0.43593488363701854
+        },
+        "test": {
+            "RMSE": 0.24125224654192565,
+            "MAPE": 4.465989483275652,
+            "R2": 0.6586556831677852,
+            "Pearson": 0.820911389540006,
+            "Spearman": 0.7195872573159927
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.1338039068529415,
+            "MAPE": 3.4938206252777517,
+            "R2": 0.8061695421708011,
+            "Pearson": 0.9214352154625709,
+            "Spearman": 0.8874494464298485
+        },
+        "validation": {
+            "RMSE": 0.24176359218174634,
+            "MAPE": 3.3998011994560433,
+            "R2": 0.5106485414030018,
+            "Pearson": 0.714728691956257,
+            "Spearman": 0.6974338721585738
+        },
+        "test": {
+            "RMSE": 0.16945526604201713,
+            "MAPE": 23.059635009498983,
+            "R2": 0.6820931590053245,
+            "Pearson": 0.8337810136734667,
+            "Spearman": 0.766617737590456
+        }
+    }
+}