Upload extra parameters and metrics

parkinsons_total_xgboost_seed_504/extra_params.json

@@ -0,0 +1,3 @@
+{
+    "Lpls_beta": 0.44572612537172385
+}

parkinsons_total_xgboost_seed_504/feature_importance.csv

@@ -0,0 +1,31 @@
+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+age,0.06994169,0.06578488,0.05639653,0.064159,0.069022916,0.044640895
+testTime,0.03291762,0.02995019,0.028337669,0.030457426,0.03154101,0.019580513
+Jitter,0.028653715,0.029639013,0.034573507,0.03017015,0.02866107,0.024395753
+JitterAbs,0.042284545,0.026817273,0.03340544,0.03110982,0.04245748,0.017942652
+JitterRAP,0.05645252,0.024020875,0.043874033,0.03355363,0.047080584,0.020571804
+JitterPPQ5,0.030058565,0.023894884,0.017743941,0.01966131,0.03417982,0.020644711
+JitterDDP,0.01980865,0.017222296,0.019905446,0.017059484,0.027895138,0.015744762
+Shimmer,0.033807643,0.022076571,0.027004616,0.024904845,0.034109168,0.018130274
+ShimmerdB,0.03704433,0.026870994,0.039442223,0.026498014,0.04928564,0.021818636
+ShimmerAPQ3,0.04205985,0.024241194,0.025876712,0.02145973,0.03481329,0.021461342
+ShimmerAPQ5,0.032894954,0.029712614,0.02606364,0.029712413,0.04675747,0.02712216
+ShimmerAPQ11,0.028448079,0.022832802,0.028024534,0.022561269,0.030724855,0.024488213
+ShimmerDDA,0.030219695,0.02164021,0.028323814,0.026098466,0.04509919,0.025914848
+NHR,0.027154949,0.02153438,0.022570306,0.020976828,0.032826826,0.020019678
+HNR,0.045803566,0.028282333,0.034076802,0.03153682,0.045321055,0.02330103
+RPDE,0.043498974,0.028999953,0.03271514,0.037813857,0.048338026,0.025339628
+DFA,0.05141239,0.049892735,0.046399374,0.046043765,0.054242138,0.03596606
+PPE,0.046838604,0.038592234,0.05530463,0.042178705,0.050303932,0.025538947
+sex,0.09903261,0.11521944,0.06797642,0.118463516,0.10365246,0.043643486
+cpu_training_time,0.0056404676,0.017480653,0.010761216,0.01693888,0.0045595015,0.028633121
+cpu_prediction_time,0.011968036,0.031098448,0.013129257,0.018101849,0.008922642,0.047842346
+memory_usage,0.027544832,0.054599226,0.034865353,0.03667513,0.019302467,0.099017516
+max_depth,0.026191438,0.048674244,0.044203985,0.03993646,0.017851751,0.07996372
+learning_rate,0.036398534,0.06873679,0.053133022,0.054942045,0.025448581,0.10614406
+n_estimators,0.018365249,0.03689215,0.02678072,0.035706077,0.01169211,0.049300794
+model_CatBoostRegressor,0.013852527,0.029927416,0.020446314,0.02598219,0.015256453,0.042591866
+model_DecisionTreeRegressor,0.010447188,0.013144105,0.030673783,0.014227353,0.008665628,0.0046334085
+model_LGBMRegressor,0.005800404,0.011768184,0.009209458,0.020912,0.005889857,0.01696306
+model_RandomForestRegressor,0.036834717,0.02133828,0.05384868,0.037262186,0.016493812,0.0056615397
+model_XGBRegressor,0.008623642,0.019115733,0.034933403,0.024896719,0.009605296,0.042983104

parkinsons_total_xgboost_seed_504/metrics.json

@@ -0,0 +1,140 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.877458590378556,
+            "MAPE": 5166245143839.404,
+            "R2": 0.9494236504469181,
+            "Pearson": 0.9756703918784322,
+            "Spearman": 0.9385234619557469
+        },
+        "validation": {
+            "RMSE": 2.897568420592936,
+            "MAPE": 4702141098255.817,
+            "R2": 0.476559906944942,
+            "Pearson": 0.6995935211078113,
+            "Spearman": 0.556357586327826
+        },
+        "test": {
+            "RMSE": 2.8435611026716576,
+            "MAPE": 5147492637467.586,
+            "R2": 0.4896421262913472,
+            "Pearson": 0.7127111267291845,
+            "Spearman": 0.568729553019298
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.8322728141749888,
+            "MAPE": 3632022973091.0225,
+            "R2": 0.9244261774705536,
+            "Pearson": 0.9627654581821914,
+            "Spearman": 0.8759664563764402
+        },
+        "validation": {
+            "RMSE": 2.0682774952393848,
+            "MAPE": 3659257152505.4873,
+            "R2": 0.567011378618454,
+            "Pearson": 0.7562332012662568,
+            "Spearman": 0.6808568404243208
+        },
+        "test": {
+            "RMSE": 1.9455720555410654,
+            "MAPE": 4037176505767.4546,
+            "R2": 0.603576266784282,
+            "Pearson": 0.7797112298171167,
+            "Spearman": 0.7137216431235548
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 8.74579921777134,
+            "MAPE": 41906583448103.03,
+            "R2": 0.9557439684896083,
+            "Pearson": 0.9793616198403455,
+            "Spearman": 0.8699196370307535
+        },
+        "validation": {
+            "RMSE": 34.06274078459434,
+            "MAPE": 65843364429897.96,
+            "R2": 0.4317656427505415,
+            "Pearson": 0.6645614841381385,
+            "Spearman": 0.4079351821788156
+        },
+        "test": {
+            "RMSE": 30.054713712241277,
+            "MAPE": 57994251979622.25,
+            "R2": 0.4948870278370583,
+            "Pearson": 0.7172690390745085,
+            "Spearman": 0.4419163237640636
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 9.364439614259227,
+            "MAPE": 37492559319845.05,
+            "R2": 0.9413924739759292,
+            "Pearson": 0.9721263115694909,
+            "Spearman": 0.7783329995016125
+        },
+        "validation": {
+            "RMSE": 30.982174259210716,
+            "MAPE": 38928447020449.555,
+            "R2": 0.4619183297176739,
+            "Pearson": 0.6865877105847453,
+            "Spearman": 0.586055911390423
+        },
+        "test": {
+            "RMSE": 27.42977379437926,
+            "MAPE": 70496971754064.47,
+            "R2": 0.5110827434369598,
+            "Pearson": 0.7190334656521677,
+            "Spearman": 0.6261279608894585
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.1360732688784999,
+            "MAPE": 728232806602.7013,
+            "R2": 0.9227242187295878,
+            "Pearson": 0.9619864969256418,
+            "Spearman": 0.944142067310635
+        },
+        "validation": {
+            "RMSE": 0.36069881573388074,
+            "MAPE": 573316769614.4518,
+            "R2": 0.4536274115068122,
+            "Pearson": 0.6889405998450205,
+            "Spearman": 0.6305108923078863
+        },
+        "test": {
+            "RMSE": 0.37544624358666134,
+            "MAPE": 640203836480.1301,
+            "R2": 0.4224824866583806,
+            "Pearson": 0.6650363529486505,
+            "Spearman": 0.6062105740317524
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.17047194778245753,
+            "MAPE": 614495753303.5386,
+            "R2": 0.7065981756209865,
+            "Pearson": 0.8500222174863649,
+            "Spearman": 0.8116993658381317
+        },
+        "validation": {
+            "RMSE": 0.21883660419587792,
+            "MAPE": 508337111003.59064,
+            "R2": 0.5210342500463621,
+            "Pearson": 0.7245683858421124,
+            "Spearman": 0.6902671420127617
+        },
+        "test": {
+            "RMSE": 0.21510507373853152,
+            "MAPE": 601199194833.7737,
+            "R2": 0.5402852390257165,
+            "Pearson": 0.7386052756648122,
+            "Spearman": 0.7079157298487423
+        }
+    }
+}