Hotel class: 2 | ||||||
---|---|---|---|---|---|---|
Trip type | Metrics | Regression models | ||||
DTR | LR | RF | SVR | |||
Initial | Business | R-Square | 0.592695331 | 0.713202969 | 0.708197539 | 0.685679206 |
MAE | 0.462349095 | 0.449815572 | 0.406977742 | 0.402054757 | ||
MSE | 0.5159785 | 0.36331796 | 0.369658901 | 0.398185397 | ||
RMS | 0.718316434 | 0.602758625 | 0.607995807 | 0.631019332 | ||
Couple | R-Square | 0.303374676 | 0.53436059 | 0.521742058 | 0.534448701 | |
MAE | 0.423722533 | 0.421966847 | 0.381803141 | 0.378503647 | ||
MSE | 0.579107661 | 0.387088066 | 0.397577907 | 0.387014819 | ||
RMS | 0.760991236 | 0.622164018 | 0.630537792 | 0.622105151 | ||
Family | R-Square | 0.677094015 | 0.715299737 | 0.745370836 | 0.745370836 | |
MAE | 0.352732924 | 0.422769364 | 0.339042775 | 0.339042775 | ||
MSE | 0.391507732 | 0.345185161 | 0.308725422 | 0.308725422 | ||
RMS | 0.625705787 | 0.587524605 | 0.555630652 | 0.555630652 | ||
Friends | R-Square | 0.654568507 | 0.751386727 | 0.765789877 | 0.738395989 | |
MAE | 0.394737563 | 0.410356946 | 0.355757332 | 0.362673182 | ||
MSE | 0.432844852 | 0.311526243 | 0.293478296 | 0.32780436 | ||
RMS | 0.657909456 | 0.55814536 | 0.541736371 | 0.572542016 | ||
Na | R-Square | 0.540050043 | 0.610327148 | 0.659870709 | 0.633035718 | |
MAE | 0.455093677 | 0.499768022 | 0.408521673 | 0.436048351 | ||
MSE | 0.571445486 | 0.484132651 | 0.422579337 | 0.455919343 | ||
RMS | 0.755940134 | 0.695796415 | 0.650061026 | 0.675217997 | ||
Solo | R-Square | 0.333439999 | 0.572021263 | 0.551740458 | 0.60279635 | |
MAE | 0.416465505 | 0.420402539 | 0.376805692 | 0.375125808 | ||
MSE | 0.682829357 | 0.438424816 | 0.459200634 | 0.406898573 | ||
RMS | 0.826334894 | 0.662136554 | 0.677643441 | 0.637886019 | ||
Predicted | Business | R-Square | 0.965759853 | 1.0 | 0.985097791 | 0.96253946 |
MAE | 0.081228169 | 5.76221E−16 | 0.054558796 | 0.115794126 | ||
MSE | 0.033797671 | 5.7537E−31 | 0.014709632 | 0.036976448 | ||
RMS | 0.183841429 | 7.58532E−16 | 0.121283271 | 0.192292611 | ||
Couple | R-Square | 0.988419603 | 1.0 | 0.988853735 | 0.97515028 | |
MAE | 0.022399348 | 7.82466E−16 | 0.021844711 | 0.084146211 | ||
MSE | 0.006156977 | 1.22263E−30 | 0.005926161 | 0.013211909 | ||
RMS | 0.078466407 | 1.10572E−15 | 0.076981562 | 0.11494307 | ||
Family | R-Square | 0.96828288 | 1.0 | 0.987198206 | 0.967243981 | |
MAE | 0.053017314 | 9.81008E−16 | 0.03587216 | 0.10303029 | ||
MSE | 0.028698699 | 1.72564E−30 | 0.011583486 | 0.029638729 | ||
RMS | 0.169406903 | 1.31364E−15 | 0.107626606 | 0.172159023 | ||
Friends | R-Square | 0.958664112 | 1.0 | 0.984017033 | 0.969982259 | |
MAE | 0.067327917 | 1.07044E−15 | 0.044842833 | 0.097976718 | ||
MSE | 0.037975369 | 1.43792E−30 | 0.014683586 | 0.027577363 | ||
RMS | 0.194872699 | 1.19914E−15 | 0.121175847 | 0.166064334 | ||
Na | R-Square | 0.935407988 | 1.0 | 0.95434319 | 0.896803043 | |
MAE | 0.07432623 | 4.40449E−16 | 0.070653094 | 0.145032692 | ||
MSE | 0.048923705 | 4.11404E−31 | 0.034581681 | 0.078164116 | ||
RMS | 0.221187037 | 6.41408E−16 | 0.185961503 | 0.279578461 | ||
Solo | R-Square | 0.987618877 | 1.0 | 0.992388949 | 0.896803043 | |
MAE | 0.024559596 | 6.69498E−16 | 0.024121313 | 0.145032692 | ||
MSE | 0.008206871 | 1.18599E−30 | 0.005045012 | 0.078164116 | ||
RMS | 0.090591781 | 1.08903E−15 | 0.071028248 | 0.279578461 |