From: Supplementary open dataset for WiFi indoor localization based on received signal strength
Sheets | Methods | MAE (m) | RMSE (m) | 50th percentiles error (m) | 75th percentiles error (m) | 95th percentiles error (m) | Elapsed time (s) |
---|---|---|---|---|---|---|---|
1 | KNR | 4.656 | 5.291 | 3.842 | 6.078 | 8.521 | 0.368 |
SVR | 3.844 | 4.948 | 3.096 | 4.696 | 7.730 | 18.637 | |
RFR | 4.461 | 5.890 | 3.058 | 4.585 | 15.241 | 14.785 | |
MLPR | 6.624 | 5.153 | 6.318 | 8.209 | 12.143 | 7.474 | |
2 | KNR | 4.752 | 5.369 | 3.667 | 5.532 | 9.232 | 0.238 |
SVR | 4.427 | 4.980 | 3.412 | 5.419 | 9.753 | 10.983 | |
RFR | 3.787 | 5.094 | 2.785 | 4.551 | 8.122 | 4.199 | |
MLPR | 5.687 | 4.964 | 4.782 | 7.007 | 12.066 | 6.229 | |
3 | KNR | 3.782 | 4.975 | 3.087 | 4.435 | 7.751 | 0.017 |
SVR | 5.445 | 4.708 | 4.651 | 7.668 | 10.951 | 0.308 | |
RFR | 3.832 | 4.897 | 3.149 | 4.178 | 8.272 | 0.947 | |
MLPR | 11.007 | 6.392 | 10.284 | 14.018 | 22.954 | 0.764 | |
4 | KNR | 4.048 | 4.970 | 3.544 | 4.810 | 7.922 | 0.014 |
SVR | 5.772 | 4.921 | 5.113 | 7.871 | 11.414 | 0.222 | |
RFR | 4.011 | 5.625 | 2.655 | 4.607 | 11.736 | 0.473 | |
MLPR | 5.679 | 5.110 | 4.731 | 7.230 | 11.466 | 0.543 |