Results | Hotel class | Metrics | Regression models (Initial) | |||
---|---|---|---|---|---|---|
DTR | LR | RF | SVR | |||
Initial | 5 | R-Square | 0.238710167 | 0.489928223 | 0.489778096 | 0.521418161 |
MAE | 0.599889502 | 0.604654344 | 0.532280348 | 0.520965902 | ||
MSE | 1.156266891 | 0.774710343 | 0.77493836 | 0.726882603 | ||
RMS | 1.075298512 | 0.880176314 | 0.880305833 | 0.852574104 | ||
4 | R-Square | 0.43602592 | 0.5587822 | 0.569708085 | 0.561356309 | |
MAE | 0.45501558 | 0.482444483 | 0.428675671 | 0.423126638 | ||
MSE | 0.637938448 | 0.499082872 | 0.486724073 | 0.496171172 | ||
RMS | 0.798710491 | 0.706457976 | 0.697656128 | 0.704394188 | ||
3 | R-Square | 0.543701834 | 0.606134681 | 0.639348622 | 0.630621703 | |
MAE | 0.419253732 | 0.45881797 | 0.402924485 | 0.38546005 | ||
MSE | 0.49490954 | 0.427193705 | 0.391169242 | 0.400634622 | ||
RMS | 0.703498074 | 0.65360057 | 0.625435242 | 0.632957046 | ||
2 | R-Square | 0.584992986 | 0.673279484 | 0.686638412 | 0.697695504 | |
MAE | 0.400416941 | 0.429079191 | 0.379938307 | 0.358382134 | ||
MSE | 0.460809496 | 0.362779209 | 0.347945915 | 0.335668502 | ||
RMS | 0.678829504 | 0.602311555 | 0.589869405 | 0.579369055 | ||
Predicted | 5 | R-Square | 0.987971653 | 1.0 | 0.996103707 | 0.992352129 |
MAE | 0.035758734 | 1.21503E−15 | 0.021177633 | 0.068714838 | ||
MSE | 0.008977325 | 2.18013E−30 | 0.002907988 | 0.005707968 | ||
RMS | 0.094748744 | 1.47653E−15 | 0.053925761 | 0.075551092 | ||
4 | R-Square | 0.994806161 | 1.0 | 0.998082428 | 0.99052232 | |
MAE | 0.015350923 | 2.6666E−15 | 0.010184623 | 0.070867521 | ||
MSE | 0.003365271 | 1.38434E−29 | 0.001242463 | 0.006140923 | ||
RMS | 0.05801096 | 3.72068E−15 | 0.035248582 | 0.078364039 | ||
3 | R-Square | 0.996162427 | 1.0 | 0.998118141 | 0.98985513 | |
MAE | 0.011227245 | 9.01114E−16 | 0.00845773 | 0.071785537 | ||
MSE | 0.002402652 | 1.66537E−30 | 0.001178206 | 0.006351565 | ||
RMS | 0.049016852 | 1.29049E−15 | 0.034325007 | 0.079696703 | ||
2 | R-Square | 0.993487236 | 1.0 | 0.996340491 | 0.987468051 | |
MAE | 0.018764374 | 1.03616E−15 | 0.014411304 | 0.076915324 | ||
MSE | 0.004671013 | 1.9147E−30 | 0.002624633 | 0.008988026 | ||
RMS | 0.068344809 | 1.38373E−15 | 0.051231171 | 0.0948052 |