Upload extra parameters and metrics

parkinsons_motor_xgboost_seed_13/extra_params.json

@@ -0,0 +1,3 @@
+{
+    "Lpls_beta": 0.5694687333514343
+}

parkinsons_motor_xgboost_seed_13/feature_importance.csv

@@ -0,0 +1,31 @@
+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+age,0.053414207,0.07333634,0.054899633,0.07690745,0.061808635,0.061152473
+testTime,0.035938725,0.04084798,0.03721874,0.04813712,0.034438174,0.03298799
+Jitter,0.03040498,0.023939498,0.027178187,0.020774681,0.028954232,0.023734884
+JitterAbs,0.038168207,0.025336249,0.032428313,0.025409298,0.03837955,0.023106141
+JitterRAP,0.035963234,0.019658847,0.038519274,0.018180793,0.034572598,0.018615315
+JitterPPQ5,0.035230234,0.024390766,0.024280094,0.020445192,0.040435307,0.029342188
+JitterDDP,0.028239472,0.017798863,0.016472537,0.013150325,0.03206849,0.020306943
+Shimmer,0.033627886,0.0263122,0.034277156,0.029453535,0.035651535,0.02469755
+ShimmerdB,0.040697135,0.023224778,0.04043494,0.027813101,0.045263972,0.025513083
+ShimmerAPQ3,0.038621876,0.022325266,0.034393206,0.018855643,0.04385567,0.027319115
+ShimmerAPQ5,0.036074582,0.023647727,0.02942392,0.020876743,0.048979323,0.028836861
+ShimmerAPQ11,0.030950759,0.02515061,0.028802209,0.027374031,0.037256245,0.02175667
+ShimmerDDA,0.041284878,0.020849189,0.054124955,0.018388249,0.049508613,0.030605664
+NHR,0.036283527,0.023357376,0.036139306,0.019940553,0.031005861,0.025734058
+HNR,0.05654132,0.022998596,0.040587954,0.020932741,0.053194005,0.024824284
+RPDE,0.040473845,0.03022161,0.041192777,0.026373407,0.03995146,0.02824437
+DFA,0.052692976,0.039027233,0.046909258,0.039161,0.04998893,0.044402797
+PPE,0.04326677,0.03209229,0.033563573,0.027205557,0.04715415,0.030688995
+sex,0.103176,0.10897363,0.07689398,0.17453055,0.11780113,0.07572224
+cpu_training_time,0.006374061,0.021826927,0.012937172,0.019597212,0.004849798,0.019703457
+cpu_prediction_time,0.010299915,0.03181598,0.014963398,0.022825878,0.008448959,0.03284843
+memory_usage,0.030223558,0.053716548,0.03811078,0.03872081,0.017612109,0.06045316
+max_depth,0.026641753,0.068705425,0.048921574,0.0550254,0.014395513,0.059103172
+learning_rate,0.03454574,0.08203466,0.0616497,0.0707407,0.024172502,0.07436071
+n_estimators,0.013774639,0.0378988,0.020636503,0.033050656,0.011522943,0.040530145
+model_CatBoostRegressor,0.01367572,0.02408157,0.017668944,0.020136932,0.013216577,0.025886245
+model_DecisionTreeRegressor,0.01879605,0.008105294,0.01318149,0.011101096,0.0105687585,0.016557591
+model_LGBMRegressor,0.0034678283,0.008578674,0.0050456864,0.0068377326,0.00521246,0.012933091
+model_RandomForestRegressor,0.023642752,0.016086288,0.027536018,0.03222846,0.011330853,0.015977763
+model_XGBRegressor,0.007507347,0.023660978,0.011608587,0.015825156,0.008401535,0.04405454

parkinsons_motor_xgboost_seed_13/metrics.json

@@ -0,0 +1,140 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.6824943078596816,
+            "MAPE": 3282772556322.4004,
+            "R2": 0.946818683468079,
+            "Pearson": 0.9744147455872347,
+            "Spearman": 0.9423992903743906
+        },
+        "validation": {
+            "RMSE": 2.246978917192736,
+            "MAPE": 3377144808527.8545,
+            "R2": 0.47571586376470276,
+            "Pearson": 0.7087343461828193,
+            "Spearman": 0.5860289600242283
+        },
+        "test": {
+            "RMSE": 2.209625870322517,
+            "MAPE": 5019545412768.712,
+            "R2": 0.45059965509477595,
+            "Pearson": 0.6823976741857187,
+            "Spearman": 0.548764819666698
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.6549755847056122,
+            "MAPE": 2223573647991.615,
+            "R2": 0.9150590705481567,
+            "Pearson": 0.9579235417690807,
+            "Spearman": 0.8773674974830359
+        },
+        "validation": {
+            "RMSE": 1.453175640131176,
+            "MAPE": 3010580719202.236,
+            "R2": 0.6251528468978557,
+            "Pearson": 0.7955545950704009,
+            "Spearman": 0.7133411438199271
+        },
+        "test": {
+            "RMSE": 1.3553045562412247,
+            "MAPE": 4620902271063.824,
+            "R2": 0.6306955113348174,
+            "Pearson": 0.7958303869910183,
+            "Spearman": 0.6910052236168507
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 5.040882918739022,
+            "MAPE": 20852888931831.145,
+            "R2": 0.9492449383781596,
+            "Pearson": 0.9761886565956857,
+            "Spearman": 0.8884457190380055
+        },
+        "validation": {
+            "RMSE": 17.266797603852286,
+            "MAPE": 40317996800566.77,
+            "R2": 0.48978080185142603,
+            "Pearson": 0.7188026868130787,
+            "Spearman": 0.4910264262016779
+        },
+        "test": {
+            "RMSE": 15.12787761059814,
+            "MAPE": 44955322279715.695,
+            "R2": 0.4822138630284587,
+            "Pearson": 0.7091156638319461,
+            "Spearman": 0.4463508002335588
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 5.282302583129713,
+            "MAPE": 19957936649841.0,
+            "R2": 0.9341446832950012,
+            "Pearson": 0.9682812703936787,
+            "Spearman": 0.7899098141290257
+        },
+        "validation": {
+            "RMSE": 14.180458631345253,
+            "MAPE": 23001913080264.715,
+            "R2": 0.5906436414340648,
+            "Pearson": 0.7782072158345557,
+            "Spearman": 0.641385120523854
+        },
+        "test": {
+            "RMSE": 11.874677377823824,
+            "MAPE": 43088757389079.05,
+            "R2": 0.6128481678849871,
+            "Pearson": 0.7864278623037848,
+            "Spearman": 0.6329104529837407
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.1369158667168316,
+            "MAPE": 601455760621.0527,
+            "R2": 0.9231812656005995,
+            "Pearson": 0.9622026486853331,
+            "Spearman": 0.9472296715400007
+        },
+        "validation": {
+            "RMSE": 0.3714201233933028,
+            "MAPE": 513121401495.8937,
+            "R2": 0.4507440201021703,
+            "Pearson": 0.6880244857237967,
+            "Spearman": 0.6463200341629761
+        },
+        "test": {
+            "RMSE": 0.3846820396962299,
+            "MAPE": 836553671216.6703,
+            "R2": 0.41877654722760893,
+            "Pearson": 0.6602719804858546,
+            "Spearman": 0.6155205973957604
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.11699698389327116,
+            "MAPE": 341734958015.8734,
+            "R2": 0.8598370981725673,
+            "Pearson": 0.9288392325498388,
+            "Spearman": 0.8959484823156637
+        },
+        "validation": {
+            "RMSE": 0.20520952170437612,
+            "MAPE": 378764695679.276,
+            "R2": 0.5851789655032749,
+            "Pearson": 0.7661831676249597,
+            "Spearman": 0.7310099863252523
+        },
+        "test": {
+            "RMSE": 0.20805955005611204,
+            "MAPE": 749157739262.2472,
+            "R2": 0.5630686567392483,
+            "Pearson": 0.7509979477187915,
+            "Spearman": 0.7123304512297812
+        }
+    }
+}