| model,MAE,MSE,RMSE,R2,MAPE,tolerance_acc_2pct,tol_2pct,tol_5pct |
| RandomForest,4.78051739475878,41.771168089034525,6.463061819991708,0.956679157080545,28.80772753128224,0.2951456310679611,, |
| LightGBM,6.909989455704782,89.23030742727897,9.446179514876846,0.9074593240133356,56.94413475231037,0.2485436893203883,, |
| Weighted Avg Ensemble,3.737822790616429,37.739016006374186,6.1432089339671805,0.8976655649469139,5.478476687258817,,0.3482758620689655, |
| TFT,4.732738753085752,46.68825874782447,6.832880706394959,0.8733984854887593,7.499287950788588,,0.2137931034482758, |
| XGBoost,8.506303251021016,136.22476526016746,11.67153654238239,0.8587214117403497,72.81562821369698,0.2233009708737864,, |
| Stacking Ensemble,5.76908337148985,60.03540223313905,7.748251559748112,0.8372059046352616,10.924057540803656,,0.1241379310344827, |
| SVR,7.562130215902278,187.88576938734295,13.707143006014892,0.805143828272144,97.82839183781172,0.3223300970873786,, |
| VAE-LSTM,8.494939970437716,100.78674732190278,10.039260297546965,0.7267031327397879,14.250142040133243,,0.09310344827586207, |
| KNN-10,11.665738368704334,265.7682207905257,16.302399234177948,0.7243720041223407,89.92209971367193,0.2601941747572815,, |
| KNN-5,11.751580021863887,270.3768092061512,16.44313866651228,0.7195924409938166,88.41470284019084,0.2757281553398058,, |
| KNN-20,12.035078655061884,272.741740151536,16.514894494108525,0.71713977312056,101.98653839713164,0.2407766990291262,, |
| BatteryGPT,8.020673063309337,129.06954589210812,11.360877866261395,0.6500105074494692,12.874349389916771,,0.2862068965517241, |
| GRU,9.275809104339835,134.65458890701777,11.604076391812397,0.6348659095727935,15.248492181524448,0.193103448275862,, |
| Vanilla LSTM,10.56135497947822,155.95773910638056,12.488304092485118,0.5770995427937917,14.375050332959946,0.1586206896551724,, |
| Bidirectional LSTM,11.134867385317946,167.3343794115467,12.935779041540046,0.5462502472468515,17.124593156141298,0.1068965517241379,, |
| ElasticNet,15.796038594619796,460.3763913475375,21.45638346384445,0.5225440358554927,144.4728811908027,0.0640776699029126,, |
| Lasso,15.830927911593506,462.7757498203704,21.51222326539892,0.5200556632227833,145.46522399976544,0.0524271844660194,, |
| Ridge,15.860549029501184,464.1921925903698,21.545119925179574,0.5185866716299998,145.65718178268125,0.0504854368932038,, |
| iTransformer,14.544141949115827,275.09890344946007,16.58610573490535,0.2540321967199925,73.33406651321724,,0.0172413793103448, |
| Attention LSTM,14.181327172488002,288.23989200564256,16.977629163273726,0.2183986327789276,24.827876450140888,0.1586206896551724,, |
| DG-iTransformer,14.183794754173379,313.5635374005159,17.707725359303375,0.1497301506825386,94.26231665878274,,0.1103448275862069,0.2 |
| Physics iTransformer,16.41156271618159,379.65023683665015,19.48461538847124,-0.0294728537142276,97.60205959509742,,0.0, |
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