Hotel class: 5 | ||||||
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Trip type | Metrics | Regression models | ||||
DTR | LR | RF | SVR | |||
Initial | Business | R-Square | 0.330098467 | 0.584736234 | 0.544640684 | 0.604195933 |
MAE | 0.605619383 | 0.581940599 | 0.533897951 | 0.501243912 | ||
MSE | 1.144838817 | 0.709671579 | 0.778193503 | 0.676415618 | ||
RMS | 1.069971409 | 0.842420073 | 0.882152766 | 0.822444903 | ||
Couple | R-Square | 0.218133957 | 0.476638312 | 0.461115074 | 0.519604393 | |
MAE | 0.504565917 | 0.506479352 | 0.449567603 | 0.439952932 | ||
MSE | 0.969162141 | 0.648733039 | 0.667974871 | 0.595474428 | ||
RMS | 0.98446033 | 0.805439656 | 0.817297296 | 0.771669895 | ||
Friends | R-Square | −0.24990781 | 0.313490934 | 0.273297993 | 0.311164439 | |
MAE | 0.916470438 | 0.780166938 | 0.746868378 | 0.717472347 | ||
MSE | 2.15190259 | 1.181927679 | 1.251125818 | 1.185933087 | ||
RMS | 1.466936464 | 1.087164973 | 1.118537356 | 1.089005549 | ||
Na | R-Square | 0.034345766 | 0.24146114 | 0.453187809 | 0.372348188 | |
MAE | 0.700060823 | 0.713014732 | 0.586768372 | 0.610872291 | ||
MSE | 1.376256805 | 1.081074604 | 0.779320354 | 0.894533517 | ||
RMS | 1.173139721 | 1.039747375 | 0.882791229 | 0.94579782 | ||
Predicted | Business | R-Square | 0.977011612 | 0.977011612 | 0.977011612 | 0.977011612 |
MAE | 0.058746365 | 8.59395E−16 | 0.031914755 | 0.077447023 | ||
MSE | 0.021728744 | 1.19335E−30 | 0.005765376 | 0.008678885 | ||
RMS | 0.14740673 | 1.09241E−15 | 0.075930075 | 0.093160533 | ||
Couple | R-Square | 0.985430866 | 1.0 | 0.9919396 | 0.981434517 | |
MAE | 0.032680946 | 6.67884E−16 | 0.025366234 | 0.084143538 | ||
MSE | 0.008208131 | 1.02359E−30 | 0.004541164 | 0.010459641 | ||
RMS | 0.090598738 | 1.01173E−15 | 0.067388157 | 0.102272388 | ||
Family | R-Square | 0.972981332 | 1.0 | 0.984517143 | 0.985366584 | |
MAE | 0.055371583 | 6.27795E−16 | 0.037737825 | 0.082964182 | ||
MSE | 0.019848843 | 9.87318E−31 | 0.011374239 | 0.010750211 | ||
RMS | 0.140885923 | 9.93639E−16 | 0.106650079 | 0.103683226 | ||
Friends | R-Square | 0.931534276 | 1.0 | 0.978869909 | 0.989496157 | |
MAE | 0.11308985 | 4.45759E−16 | 0.068180115 | 0.064613082 | ||
MSE | 0.043581077 | 3.64033E−31 | 0.013450119 | 0.006686102 | ||
RMS | 0.208760814 | 6.03351E−16 | 0.115974647 | 0.081768586 | ||
Na | R-Square | 0.872149309 | 1.0 | 0.963560265 | 0.976579223 | |
MAE | 0.122244828 | 7.17179E−16 | 0.066346766 | 0.089176871 | ||
MSE | 0.057325331 | 7.32379E−31 | 0.016338745 | 0.010501342 | ||
RMS | 0.239427088 | 8.55791E−16 | 0.1278231 | 0.102476054 |