Applied Computational Intelligence and Soft Computing / 2021 / Article / Tab 4 / Research Article
A Client-Centric Evaluation System to Evaluate Guest’s Satisfaction on Airbnb Using Machine Learning and NLP Table 4 Overall scores predicted on the basis of real elementary scores on a sample of 24 listings according to the category of customers using MLR, SVR, and NN algorithms.
MLR SVR NN Listing ID Room type Individual Couple Family Individual Couple Family Individual Couple Family L 1Private room 95.038 95.091 95.337 95.302 95.100 95.500 95.167 94.982 95.645 L 2Private room 96.708 97.050 97.139 96.899 97.100 97.300 96.453 96.993 97.411 L 3Private room 91.592 91.494 91.551 91.700 91.900 91.700 91.565 92.041 92.221 L 4Private room 97.088 97.518 97.788 97.297 97.900 97.900 97.176 97.952 98.194 L 5Private room 96.708 97.050 97.139 96.899 97.100 97.300 96.453 96.993 97.411 L 6Private room 96.708 97.050 97.139 96.899 97.100 97.300 96.453 96.993 97.411 L 7Entire home/apt 91.235 91.291 92.216 91.499 91.701 92.100 90.620 91.269 91.884 L 8Entire home/apt 95.418 95.559 95.986 95.700 95.900 96.100 95.321 95.941 96.435 L 9Entire home/apt 97.088 97.518 97.788 97.297 97.900 97.900 97.176 97.952 98.194 L 10Entire home/apt 93.333 93.043 93.556 93.502 93.100 93.700 93.860 92.922 93.791 L 11Entire home/apt 89.552 89.329 89.838 89.301 89.900 89.900 88.962 89.166 89.626 L 12Entire home/apt 95.038 95.091 95.337 95.302 95.100 95.500 95.167 94.982 95.645 L 13Hotel room 94.553 94.945 94.505 94.497 95.100 94.700 94.650 95.105 94.991 L 14Hotel room 89.552 89.329 89.838 89.301 89.900 89.900 88.962 89.166 89.626 L 15Hotel room 96.708 97.050 97.139 96.899 97.100 97.300 96.453 96.993 97.411 L 16Hotel room 95.418 95.559 95.986 95.700 95.900 96.100 95.321 95.941 96.435 L 17Hotel room 95.418 95.559 95.986 95.700 95.900 96.100 95.321 95.941 96.435 L 18Hotel room 97.088 97.518 97.788 97.297 97.900 97.900 97.176 97.952 98.194 L 19Shared room 95.383 95.469 96.007 95.498 95.900 96.100 95.209 95.893 96.360 L 20Shared room 96.708 97.050 97.139 96.899 97.100 97.300 96.453 96.993 97.411 L 21Shared room 97.088 97.518 97.788 97.297 97.900 97.900 97.176 97.952 98.194 L 22Shared room 82.868 82.578 82.764 82.502 82.901 82.701 81.890 81.697 81.958 L 23Shared room 83.549 83.073 83.366 83.298 83.701 83.300 83.097 83.421 83.334 L 24Shared room 97.088 97.518 97.788 97.297 97.900 97.900 97.176 97.952 98.194
