Table 3 MDE for different sizes of training and estimation samples
From: A novel CSI-based fingerprinting for localization with a single AP
Scenario | Sample size | KNN (m) | Bayes (m) | SVM (m) |
|---|---|---|---|---|
Laboratory | 1K/200 | 0.64 | 1.21 | 0.6 |
500/100 | 0.79 | 1.53 | 0.7 | |
200/50 | 1.02 | 2.31 | 0.76 | |
50/50 | 1.53 | 6.54 | 1.45 | |
Meeting room | 1K/200 | 0.58 | 0.83 | 0.45 |
500/100 | 0.63 | 1.83 | 0.54 | |
200/50 | 1.22 | 2.95 | 0.75 | |
50/50 | 1.38 | 7.36 | 1.31 | |
Corridor | 1K/200 | 1.26 | 1.58 | 1.08 |
500/100 | 1.31 | 2.03 | 1.11 | |
200/50 | 1.42 | 5.34 | 1.36 | |
50/50 | 1.49 | 8.91 | 2.06 |