Table 11 Statistics of different methods based on the two sheets in the HCXY building
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 | KNC | 2.339 | 2.096 | 1.342 | 3.059 | 6.686 | 0.44 |
KNR | 2.365 | 2.033 | 1.47 | 3.231 | 6.627 | 0.445 | |
SVC | 2.259 | 1.966 | 1.342 | 3.081 | 6.627 | 17.201 | |
SVR | 2.652 | 2.177 | 2.169 | 3.385 | 6.707 | 66.053 | |
RFC | 6.242 | 10.057 | 1.879 | 5.433 | 30.606 | 11.458 | |
RFR | 2.412 | 3.309 | 1.382 | 2.87 | 7.572 | 27.337 | |
MLPC | 29.411 | 25.435 | 21.054 | 42.957 | 79.122 | 71.15 | |
MLPR | 8.269 | 4.792 | 7.586 | 11.275 | 17.435 | 10.932 | |
2 | KNC | 5.893 | 7.232 | 3.059 | 6.689 | 25.807 | 0.304 |
KNR | 5.813 | 7.22 | 3.048 | 7.341 | 25.807 | 0.286 | |
SVC | 5.916 | 7.678 | 3 | 6.708 | 25.807 | 11.916 | |
SVR | 5.108 | 4.659 | 3.094 | 6.876 | 15.62 | 35.678 | |
RFC | 7.227 | 10.931 | 1.942 | 5.532 | 35.405 | 6.059 | |
RFR | 3.198 | 3.724 | 2.101 | 4.129 | 8.294 | 7.941 | |
MLPC | 6.955 | 9.531 | 3.547 | 7.58 | 30.606 | 40.914 | |
MLPR | 15.091 | 15.714 | 7.675 | 26.663 | 47.184 | 9.332 |