Upload extra parameters and metrics

ltfsid_lr/extra_params.json

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+{
+    "Lpls_beta": 0.1674784399297528
+}

ltfsid_lr/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Area,0.0001467916448318935,-0.0001332538922995601,0.003900103062535393,-0.00346008894729494,6.864164146938258e-06,-6.151788353764796e-06
+Sensing Range,-0.00267456359352803,0.0006655058592831952,-0.08277797501489137,0.032609371776148255,-0.00011440177998938783,1.690027331211673e-05
+Transmission Range,-0.005349130632009148,0.0013310059451688222,-0.1655559898060191,0.0652185245338043,-0.00022880374208121998,3.380036100880467e-05
+Number of Sensor nodes,-0.032094767897825616,0.007986062308155035,-0.9933357553168813,0.3913121577021525,-0.0013728216123051883,0.0002028030224383888
+cpu_training_time,1.0406695206071824e-09,4.551886513879612e-09,-1.1416051033186805e-08,1.6324989681742293e-07,8.344437640572938e-11,1.1705500253979881e-10
+cpu_prediction_time,4.7533302517642874e-08,1.1460519950039533e-07,6.076845737548585e-07,4.225741977674644e-06,2.2189272481974674e-09,3.74347056021229e-09
+memory_usage,-6.475795769281593e-08,-4.4321473272919825e-07,8.663108973625483e-07,-1.5751556287590033e-05,-5.1412181307322764e-09,-1.1305229921498983e-08
+max_depth,-0.017799369801853,-0.06032813866851253,1.3169337805156913,-2.4270068808614114,-0.0032626350535995175,-0.001019774006178305
+learning_rate,-25.12335877705735,-53.875953037259094,-255.7074522893406,-1919.4588448094319,-1.3380990986875518,-1.857760104590814
+n_estimators,-0.0031505107501307843,-0.007967389648752442,-0.02374241347691041,-0.2877247484148968,-0.00017426439506506628,-0.0002577853977458646
+model_CatBoostRegressor,13.250232417800186,19.655314651099253,163.4348170699229,771.302040476927,0.6907742131768997,0.6059783325762564
+model_DecisionTreeRegressor,-19.677496616321868,-31.203597667250055,-241.2716173428247,-1160.4666575286385,-1.0201471949872625,-1.0297702007280658
+model_LGBMRegressor,12.451419776689956,26.18999588652801,134.54680258296,918.9864036019043,0.6490648756865205,0.9094006989448878
+model_RandomForestRegressor,-18.099761204185334,-35.59168044378647,-203.5038932546971,-1307.5907430148022,-0.935143325200997,-1.1842932063988445
+model_XGBRegressor,12.075605626017085,20.949967573409285,146.79389094463923,777.7689564646101,0.6154514313248404,0.6986843756057675

ltfsid_lr/metrics.json

@@ -0,0 +1,98 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 10.204440933145012,
+            "MAPE": 5.392512323201992,
+            "R2": 0.12316860094859305,
+            "Pearson": 0.35095384447045586,
+            "Spearman": 0.3945437140848836
+        },
+        "test": {
+            "RMSE": 9.698816937888491,
+            "MAPE": 60.232503955303805,
+            "R2": -0.05581439261090648,
+            "Pearson": 0.16412114958489504,
+            "Spearman": 0.14239155746555388
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 7.534526412279646,
+            "MAPE": 8.490229659679793,
+            "R2": 0.2509003976079749,
+            "Pearson": 0.5008995883487776,
+            "Spearman": 0.5748768654786096
+        },
+        "test": {
+            "RMSE": 7.247282614418122,
+            "MAPE": 38.78847219467775,
+            "R2": 0.21832365503456275,
+            "Pearson": 0.4720872804062345,
+            "Spearman": 0.5476527380072479
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 399.39893648525987,
+            "MAPE": 23293.91649434051,
+            "R2": 0.06401724018390464,
+            "Pearson": 0.253016284424352,
+            "Spearman": 0.3840674596480302
+        },
+        "test": {
+            "RMSE": 304.1666193884637,
+            "MAPE": 14425977.478935104,
+            "R2": -0.08756883953710881,
+            "Pearson": 0.08659553820674498,
+            "Spearman": 0.059853838697905906
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 372.5903719596759,
+            "MAPE": 46089.85580319986,
+            "R2": 0.11192000762860765,
+            "Pearson": 0.3345444778031881,
+            "Spearman": 0.5071741422008255
+        },
+        "test": {
+            "RMSE": 265.91535322346664,
+            "MAPE": 7161167.895794786,
+            "R2": 0.118292724560356,
+            "Pearson": 0.3641146030825867,
+            "Spearman": 0.5233158904633385
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4474278234410079,
+            "MAPE": 3.1361567340539755,
+            "R2": 0.13259003332865726,
+            "Pearson": 0.3641291437507541,
+            "Spearman": 0.3931800127004867
+        },
+        "test": {
+            "RMSE": 0.4170920767967776,
+            "MAPE": 28.337579292568787,
+            "R2": -0.056314128468597735,
+            "Pearson": 0.18443104251833517,
+            "Spearman": 0.15946667845625068
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.24611186192620016,
+            "MAPE": 5.513269525932557,
+            "R2": 0.35431329941963297,
+            "Pearson": 0.595242219117254,
+            "Spearman": 0.5943086095613661
+        },
+        "test": {
+            "RMSE": 0.25029331460389287,
+            "MAPE": 25.076857559470227,
+            "R2": 0.29185629157004667,
+            "Pearson": 0.5441907169291498,
+            "Spearman": 0.5363484919642364
+        }
+    }
+}