Add extra parameters and metrics

abalone_xgboost_seed_13/extra_params.json

@@ -0,0 +1,3 @@
+{
+    "Lpls_beta": 0.6870062831574866
+}

abalone_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Length,0.05066699,0.05501039,0.08528831,0.07692064,0.049478594,0.04674546
+Diameter,0.08007205,0.08723897,0.11638034,0.081106216,0.07729197,0.062716305
+Height,0.09075812,0.07357857,0.12109664,0.109853916,0.08923029,0.06405826
+Whole_weight,0.12284648,0.104108155,0.10261819,0.1168459,0.107546315,0.0845179
+Shucked_weight,0.12244215,0.10801794,0.12176543,0.11213117,0.11685893,0.10262574
+Viscera_weight,0.11344445,0.08771215,0.14726491,0.08954803,0.11072047,0.08518854
+Shell_weight,0.13634288,0.13070288,0.12020198,0.108553275,0.10531376,0.15213281
+Sex_F,0.12065864,0.18057932,0.053464606,0.123752035,0.15705857,0.12026815
+Sex_I,0.07897386,0.073654905,0.025477396,0.048291318,0.0766889,0.1601986
+Sex_M,0.06822686,0.08116897,0.05771357,0.07283473,0.09582615,0.093851216
+cpu_training_time,0.00057778315,0.00091730297,0.003457068,0.0035994507,0.00046645573,0.00082308595
+cpu_prediction_time,0.0011133055,0.0011907249,0.0037093225,0.005134994,0.00094112474,0.0021113406
+memory_usage,0.00083493674,0.0009640831,0.0029847275,0.0040576784,0.000906454,0.0015934722
+max_depth,0.0011390261,0.00093108247,0.0063583846,0.006031947,0.0005078048,0.0014437722
+learning_rate,0.0032128124,0.00357087,0.010737725,0.012144021,0.0021580164,0.004212147
+n_estimators,0.0023073906,0.0028974533,0.0056677707,0.008468777,0.0021548541,0.004802303
+model_CatBoostRegressor,0.0013729654,0.0016013458,0.0026685144,0.003241146,0.0016170396,0.003475199
+model_DecisionTreeRegressor,0.00034570004,0.0,0.0,0.0016360047,0.0,0.0005708249
+model_LGBMRegressor,0.0021530697,0.0025181682,0.003240773,0.0037176665,0.0027517215,0.0039610527
+model_RandomForestRegressor,0.000790671,0.00079359446,0.0019262797,0.0014936572,0.0013879214,0.0012177215
+model_XGBRegressor,0.0017198625,0.0028431732,0.007978136,0.010637394,0.0010946478,0.0034861125

abalone_xgboost_seed_13/metrics.json

@@ -0,0 +1,140 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 1.7906492599446202,
+            "MAPE": 409576626115.23303,
+            "R2": 0.35003628261139796,
+            "Pearson": 0.7467155391523234,
+            "Spearman": 0.7090008120453548
+        },
+        "validation": {
+            "RMSE": 2.246167531694042,
+            "MAPE": 689574109239.7107,
+            "R2": 0.00894911372330709,
+            "Pearson": 0.15162867754769171,
+            "Spearman": 0.14126016979248388
+        },
+        "test": {
+            "RMSE": 2.257625277219858,
+            "MAPE": 278075619281.50037,
+            "R2": 0.02190581319037077,
+            "Pearson": 0.1628429436003131,
+            "Spearman": 0.13566590454473468
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1.1414657587273218,
+            "MAPE": 2070880852642.5447,
+            "R2": 0.4523071668778593,
+            "Pearson": 0.8410729477877343,
+            "Spearman": 0.6691165241381004
+        },
+        "validation": {
+            "RMSE": 1.4585723782016653,
+            "MAPE": 2930555138743.5054,
+            "R2": 0.1301263536176105,
+            "Pearson": 0.36668716855026223,
+            "Spearman": 0.272531659606834
+        },
+        "test": {
+            "RMSE": 1.5203035980390056,
+            "MAPE": 1926533560970.2695,
+            "R2": 0.0718746904005122,
+            "Pearson": 0.2685166914938622,
+            "Spearman": 0.321156855921069
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 10.285442071060666,
+            "MAPE": 1734084419933.1611,
+            "R2": 0.2352883265209813,
+            "Pearson": 0.8091751684855127,
+            "Spearman": 0.4616977276475839
+        },
+        "validation": {
+            "RMSE": 12.318515815917007,
+            "MAPE": 1850150929104.0679,
+            "R2": 0.016274276358036577,
+            "Pearson": 0.171223361112309,
+            "Spearman": 0.16356427523076833
+        },
+        "test": {
+            "RMSE": 11.476462373666175,
+            "MAPE": 2462830941199.6343,
+            "R2": 0.006850626667608606,
+            "Pearson": 0.0902429466762322,
+            "Spearman": 0.016865777646056554
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 5.103484989795038,
+            "MAPE": 4490588212558.814,
+            "R2": 0.7756419848080324,
+            "Pearson": 0.9218556738478637,
+            "Spearman": 0.6340463433447155
+        },
+        "validation": {
+            "RMSE": 10.497789612509902,
+            "MAPE": 8703741618773.94,
+            "R2": 0.14040748291763605,
+            "Pearson": 0.3748446533652979,
+            "Spearman": 0.31685262130034486
+        },
+        "test": {
+            "RMSE": 10.710434161631522,
+            "MAPE": 4259012091415.336,
+            "R2": -0.053789230497197416,
+            "Pearson": 0.20468517335884617,
+            "Spearman": 0.33301161448152955
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4949022003842473,
+            "MAPE": 41079019440.076126,
+            "R2": 0.02070068932362612,
+            "Pearson": 0.4615425033309519,
+            "Spearman": 0.3973272123431679
+        },
+        "validation": {
+            "RMSE": 0.49790636387179427,
+            "MAPE": 47026745670.88556,
+            "R2": -0.016128352953108882,
+            "Pearson": -0.03443144689708498,
+            "Spearman": -0.02064132195736899
+        },
+        "test": {
+            "RMSE": 0.5091190942607607,
+            "MAPE": 37507554639.22026,
+            "R2": 0.00202958315167312,
+            "Pearson": 0.06225457755046681,
+            "Spearman": 0.09645870219669601
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.19186413551073703,
+            "MAPE": 534594472871.21014,
+            "R2": 0.5219870493368104,
+            "Pearson": 0.8112406602512107,
+            "Spearman": 0.7745759029896625
+        },
+        "validation": {
+            "RMSE": 0.24932711708018035,
+            "MAPE": 723086465826.174,
+            "R2": 0.09556031412845212,
+            "Pearson": 0.31891396630219326,
+            "Spearman": 0.2817340119696532
+        },
+        "test": {
+            "RMSE": 0.27142201244189373,
+            "MAPE": 513744711129.9049,
+            "R2": 0.07392475750537753,
+            "Pearson": 0.2834554481504501,
+            "Spearman": 0.2681405882963937
+        }
+    }
+}