|
{
|
|
"L1s": {
|
|
"train": {
|
|
"RMSE": 1.7152726849746682,
|
|
"MAPE": 439067171043.57184,
|
|
"R2": 0.40360443917577316,
|
|
"Pearson": 0.7974132973173089,
|
|
"Spearman": 0.7652024287829889
|
|
},
|
|
"validation": {
|
|
"RMSE": 2.256633765038448,
|
|
"MAPE": 843620546973.1927,
|
|
"R2": -0.00030819738811094233,
|
|
"Pearson": 0.13434169012315836,
|
|
"Spearman": 0.10606639773858242
|
|
},
|
|
"test": {
|
|
"RMSE": 2.279933237411888,
|
|
"MAPE": 335728678446.9141,
|
|
"R2": 0.0024809012255533336,
|
|
"Pearson": 0.12653663783806351,
|
|
"Spearman": 0.06652839533052757
|
|
}
|
|
},
|
|
"L1": {
|
|
"train": {
|
|
"RMSE": 1.0066792418436947,
|
|
"MAPE": 1971099787082.3777,
|
|
"R2": 0.5740157832217109,
|
|
"Pearson": 0.8563064695718927,
|
|
"Spearman": 0.6974146824679347
|
|
},
|
|
"validation": {
|
|
"RMSE": 1.4303044429339586,
|
|
"MAPE": 3053732628044.458,
|
|
"R2": 0.16351688392161656,
|
|
"Pearson": 0.4046552200699503,
|
|
"Spearman": 0.3127704926206764
|
|
},
|
|
"test": {
|
|
"RMSE": 1.545911954434453,
|
|
"MAPE": 1919828493829.7444,
|
|
"R2": 0.04034422677599736,
|
|
"Pearson": 0.24293088696579476,
|
|
"Spearman": 0.30713902926447345
|
|
}
|
|
},
|
|
"L2s": {
|
|
"train": {
|
|
"RMSE": 9.020676356641816,
|
|
"MAPE": 1452157364476.9932,
|
|
"R2": 0.41179325836827463,
|
|
"Pearson": 0.8386885337953223,
|
|
"Spearman": 0.5252022014980671
|
|
},
|
|
"validation": {
|
|
"RMSE": 12.172652515019834,
|
|
"MAPE": 1113141725023.5732,
|
|
"R2": 0.039432902821164295,
|
|
"Pearson": 0.22313189037982284,
|
|
"Spearman": 0.16754231904996647
|
|
},
|
|
"test": {
|
|
"RMSE": 11.605350262256682,
|
|
"MAPE": 1685819823396.569,
|
|
"R2": -0.015582020169749633,
|
|
"Pearson": 0.07871237514803939,
|
|
"Spearman": 0.02582280851283013
|
|
}
|
|
},
|
|
"L2": {
|
|
"train": {
|
|
"RMSE": 5.6331859856349,
|
|
"MAPE": 4847129130296.019,
|
|
"R2": 0.7266518832720583,
|
|
"Pearson": 0.9116716439345639,
|
|
"Spearman": 0.6079064961357747
|
|
},
|
|
"validation": {
|
|
"RMSE": 10.522202099403207,
|
|
"MAPE": 9258180647860.447,
|
|
"R2": 0.13640488965270048,
|
|
"Pearson": 0.3702982998781596,
|
|
"Spearman": 0.3323165075416682
|
|
},
|
|
"test": {
|
|
"RMSE": 10.650405964388561,
|
|
"MAPE": 4594907364909.728,
|
|
"R2": -0.04201009996385685,
|
|
"Pearson": 0.19488361372355067,
|
|
"Spearman": 0.3462268992475999
|
|
}
|
|
},
|
|
"Lpls": {
|
|
"train": {
|
|
"RMSE": 0.49557943455534914,
|
|
"MAPE": 40924777697.413475,
|
|
"R2": 0.01801866958402787,
|
|
"Pearson": 0.4307054059870571,
|
|
"Spearman": 0.3697263702125983
|
|
},
|
|
"validation": {
|
|
"RMSE": 0.49765435134639996,
|
|
"MAPE": 48076325672.12194,
|
|
"R2": -0.015099997885012817,
|
|
"Pearson": -0.022628169996076926,
|
|
"Spearman": -0.004693190377090306
|
|
},
|
|
"test": {
|
|
"RMSE": 0.5088775899921085,
|
|
"MAPE": 37529852940.931656,
|
|
"R2": 0.0029761473445805153,
|
|
"Pearson": 0.09059484016541713,
|
|
"Spearman": 0.09793744834105657
|
|
}
|
|
},
|
|
"Lpl": {
|
|
"train": {
|
|
"RMSE": 0.21615983313091944,
|
|
"MAPE": 558533174265.2379,
|
|
"R2": 0.3932608015997635,
|
|
"Pearson": 0.7740498394354267,
|
|
"Spearman": 0.7285745467860728
|
|
},
|
|
"validation": {
|
|
"RMSE": 0.24812315594228032,
|
|
"MAPE": 729313755751.7334,
|
|
"R2": 0.1042740165015077,
|
|
"Pearson": 0.32705299117020054,
|
|
"Spearman": 0.28489667432453497
|
|
},
|
|
"test": {
|
|
"RMSE": 0.2697770950422264,
|
|
"MAPE": 526443794626.3996,
|
|
"R2": 0.08511545890892036,
|
|
"Pearson": 0.2924913354169648,
|
|
"Spearman": 0.2686837556447377
|
|
}
|
|
}
|
|
} |