Table 13 Statistics of regression methods based on the training sheet in the CETC331 building
From: Supplementary open dataset for WiFi indoor localization based on received signal strength
Case | Methods | MAE (m) | RMSE (m) | 50th percentiles error (m) | 75th percentiles error (m) | 95th percentiles error (m) | Elapsed time (s) |
|---|---|---|---|---|---|---|---|
1 | KNR | 2.876 | 2.757 | 2.316 | 3.803 | 6.307 | 0.036 |
SVR | 3.522 | 3.009 | 3.084 | 4.304 | 8.834 | 0.829 | |
RFR | 3.740 | 4.171 | 2.561 | 4.099 | 11.667 | 1.890 | |
MLPR | 5.152 | 3.626 | 4.379 | 6.166 | 11.837 | 1.274 | |
2 | KNR | 2.876 | 2.757 | 2.316 | 3.804 | 6.306 | 0.016 |
SVR | 3.567 | 2.991 | 3.143 | 4.421 | 8.643 | 0.274 | |
RFR | 3.579 | 3.631 | 2.683 | 4.265 | 9.241 | 1.922 | |
MLPR | 5.124 | 3.360 | 4.516 | 6.327 | 11.212 | 3.374 |