|
{
|
|
"L1s": {
|
|
"train": {
|
|
"RMSE": 5.457426550673798,
|
|
"MAPE": 1.9373427666280103,
|
|
"R2": 0.7236937566984388,
|
|
"Pearson": 0.9441560229167862,
|
|
"Spearman": 0.860969900122707
|
|
},
|
|
"validation": {
|
|
"RMSE": 13.149272427658666,
|
|
"MAPE": 2.2004081323927207,
|
|
"R2": 0.12203783130101575,
|
|
"Pearson": 0.37905871553020415,
|
|
"Spearman": 0.3655423026390765
|
|
},
|
|
"test": {
|
|
"RMSE": 5.7247828362523965,
|
|
"MAPE": 3.839650171696242,
|
|
"R2": 0.6321522643180353,
|
|
"Pearson": 0.877339314258277,
|
|
"Spearman": 0.677365248460069
|
|
}
|
|
},
|
|
"L1": {
|
|
"train": {
|
|
"RMSE": 2.6602449024073134,
|
|
"MAPE": 4.10211484530632,
|
|
"R2": 0.8965302724287793,
|
|
"Pearson": 0.9604934507132289,
|
|
"Spearman": 0.8679283098641013
|
|
},
|
|
"validation": {
|
|
"RMSE": 8.436524291409782,
|
|
"MAPE": 4.938096649437461,
|
|
"R2": 0.44755106260921496,
|
|
"Pearson": 0.6703333806876508,
|
|
"Spearman": 0.6492926660442117
|
|
},
|
|
"test": {
|
|
"RMSE": 3.3342816885105924,
|
|
"MAPE": 27.273570382038873,
|
|
"R2": 0.8345445224205185,
|
|
"Pearson": 0.9217042790724548,
|
|
"Spearman": 0.7409930379105856
|
|
}
|
|
},
|
|
"L2s": {
|
|
"train": {
|
|
"RMSE": 169.4628536516094,
|
|
"MAPE": 6079.282907457808,
|
|
"R2": 0.7946536884138133,
|
|
"Pearson": 0.9733553676190428,
|
|
"Spearman": 0.7683686513373447
|
|
},
|
|
"validation": {
|
|
"RMSE": 620.8956815546102,
|
|
"MAPE": 2581.0050913422447,
|
|
"R2": 0.036659093504129436,
|
|
"Pearson": 0.2424041622430147,
|
|
"Spearman": 0.3297382232454828
|
|
},
|
|
"test": {
|
|
"RMSE": 151.93432853328534,
|
|
"MAPE": 378702.1878189326,
|
|
"R2": 0.7286402216741437,
|
|
"Pearson": 0.9273884077216448,
|
|
"Spearman": 0.6099041955265264
|
|
}
|
|
},
|
|
"L2": {
|
|
"train": {
|
|
"RMSE": 238.42582511933782,
|
|
"MAPE": 26214.265858812232,
|
|
"R2": 0.5567266121108703,
|
|
"Pearson": 0.9576484739597224,
|
|
"Spearman": 0.734771536972626
|
|
},
|
|
"validation": {
|
|
"RMSE": 595.9803815800602,
|
|
"MAPE": 33971.91489008867,
|
|
"R2": 0.03333384264843342,
|
|
"Pearson": 0.23528988320751557,
|
|
"Spearman": 0.5982721869050432
|
|
},
|
|
"test": {
|
|
"RMSE": 194.61373567355324,
|
|
"MAPE": 5436223.541285962,
|
|
"R2": 0.5277362876754259,
|
|
"Pearson": 0.920575986076344,
|
|
"Spearman": 0.6660644456203494
|
|
}
|
|
},
|
|
"Lpls": {
|
|
"train": {
|
|
"RMSE": 0.29244714090114965,
|
|
"MAPE": 1.470117723326496,
|
|
"R2": 0.62961644001221,
|
|
"Pearson": 0.8960619337839898,
|
|
"Spearman": 0.8699308642061285
|
|
},
|
|
"validation": {
|
|
"RMSE": 0.5098172456738032,
|
|
"MAPE": 1.6192379089492388,
|
|
"R2": 0.11646637745846,
|
|
"Pearson": 0.36509743183294285,
|
|
"Spearman": 0.40411217534255006
|
|
},
|
|
"test": {
|
|
"RMSE": 0.2858435787199676,
|
|
"MAPE": 4.70907107175321,
|
|
"R2": 0.5208110163966024,
|
|
"Pearson": 0.7919601294018219,
|
|
"Spearman": 0.6888045220454376
|
|
}
|
|
},
|
|
"Lpl": {
|
|
"train": {
|
|
"RMSE": 0.13294859113368698,
|
|
"MAPE": 3.5250692327678674,
|
|
"R2": 0.8086396697333318,
|
|
"Pearson": 0.9233670132662322,
|
|
"Spearman": 0.8883392178814525
|
|
},
|
|
"validation": {
|
|
"RMSE": 0.24026216087244254,
|
|
"MAPE": 3.45709397673479,
|
|
"R2": 0.5167077345571659,
|
|
"Pearson": 0.7188628778896053,
|
|
"Spearman": 0.6995865439445313
|
|
},
|
|
"test": {
|
|
"RMSE": 0.16856188578846176,
|
|
"MAPE": 23.13162701806308,
|
|
"R2": 0.6854363779665601,
|
|
"Pearson": 0.8354444638281254,
|
|
"Spearman": 0.7692235515760634
|
|
}
|
|
}
|
|
} |