Hotel class: 3 | ||||||
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Trip type | Metrics | Regression models | ||||
DTR | LR | RF | SVR | |||
Initial | Business | R-Square | 0.494034631 | 0.680403331 | 0.643805012 | 0.664326333 |
MAE | 0.465347868 | 0.453325862 | 0.429376229 | 0.409318226 | ||
MSE | 0.612187811 | 0.386692839 | 0.430974615 | 0.406145045 | ||
RMS | 0.782424316 | 0.621846315 | 0.656486569 | 0.6372951 | ||
Couple | R-Square | 0.557112178 | 0.637619169 | 0.652403661 | 0.66072788 | |
MAE | 0.370073741 | 0.41151151 | 0.360877671 | 0.34315076 | ||
MSE | 0.405376986 | 0.331688617 | 0.318156312 | 0.310537122 | ||
RMS | 0.636692222 | 0.575924142 | 0.564053466 | 0.557258577 | ||
Family | R-Square | 0.513912241 | 0.665043759 | 0.671508988 | 0.694180945 | |
MAE | 0.417504338 | 0.430080134 | 0.382853486 | 0.369920292 | ||
MSE | 0.552125479 | 0.380461905 | 0.373118339 | 0.347366271 | ||
RMS | 0.743051464 | 0.616815941 | 0.610834134 | 0.589377868 | ||
Friends | R-Square | 0.345443636 | 0.547108351 | 0.501324814 | 0.512815694 | |
MAE | 0.447834358 | 0.458106296 | 0.423223556 | 0.409417494 | ||
MSE | 0.616487519 | 0.426551577 | 0.469672354 | 0.458849781 | ||
RMS | 0.785167192 | 0.653109162 | 0.685326458 | 0.677384515 | ||
Na | R-Square | 0.424480129 | 0.531362074 | 0.564709185 | 0.57679988 | |
MAE | 0.470872837 | 0.497619667 | 0.428460934 | 0.435608361 | ||
MSE | 0.582264244 | 0.474129777 | 0.440391879 | 0.428159496 | ||
RMS | 0.763062412 | 0.688570822 | 0.663620282 | 0.654338977 | ||
Solo | R-Square | 0.409096675 | 0.556488118 | 0.565203171 | 0.603410223 | |
MAE | 0.468043902 | 0.486694355 | 0.432149131 | 0.402903409 | ||
MSE | 0.61475666 | 0.461415382 | 0.452348523 | 0.412599145 | ||
RMS | 0.784064194 | 0.67927563 | 0.672568601 | 0.642338808 | ||
Predicted | Business | R-Square | 0.988710956 | 1.0 | 0.993934999 | 0.98985513 |
MAE | 0.032276306 | 7.99261E−16 | 0.023254645 | 0.071785537 | ||
MSE | 0.009410853 | 9.62679E−31 | 0.00505595 | 0.006351565 | ||
RMS | 0.097009551 | 9.81162E−16 | 0.071105202 | 0.079696703 | ||
Couple | R-Square | 0.991022773 | 1.0 | 0.996989662 | 0.983256503 | |
MAE | 0.016769973 | 9.4321E−16 | 0.010718847 | 0.078230875 | ||
MSE | 0.005175668 | 1.54316E−30 | 0.001735559 | 0.00965318 | ||
RMS | 0.071942116 | 1.24224E−15 | 0.041660045 | 0.098250597 | ||
Family | R-Square | 0.993925877 | 1.0 | 0.997542518 | 0.985266241 | |
MAE | 0.018471197 | 8.31279E−16 | 0.01310571 | 0.081516663 | ||
MSE | 0.004495411 | 1.19969E−30 | 0.001818764 | 0.01090434 | ||
RMS | 0.067047824 | 1.0953E−15 | 0.042646965 | 0.104423849 | ||
Friends | R-Square | 0.978614861 | 1.0 | 0.993251005 | 0.979149358 | |
MAE | 0.026759625 | 1.01946E−15 | 0.018504015 | 0.085447037 | ||
MSE | 0.009787937 | 1.53945E−30 | 0.003089002 | 0.009543299 | ||
RMS | 0.098934003 | 1.24075E−15 | 0.055578791 | 0.097689809 | ||
Na | R-Square | 0.953731657 | 1.0 | 0.985717484 | 0.97915379 | |
MAE | 0.050709028 | 7.42076E−16 | 0.029443623 | 0.08062522 | ||
MSE | 0.022985987 | 1.34379E−30 | 0.007095515 | 0.01035634 | ||
RMS | 0.151611302 | 1.15922E−15 | 0.08423488 | 0.101766105 | ||
Solo | R-Square | 0.981319065 | 1.0 | 0.989753786 | 0.976194522 | |
MAE | 0.031211047 | 8.41058E−16 | 0.022538522 | 0.087649318 | ||
MSE | 0.009594515 | 1.4182E−30 | 0.005262449 | 0.012226478 | ||
RMS | 0.097951598 | 1.19088E−15 | 0.072542737 | 0.110573404 |