Research Article
A Hybrid Wi-Fi Fingerprint-Based Localization Scheme Achieved by Combining Fisher Score and Stacked Sparse Autoencoder Algorithms
Table 1
Localization performances of different localization methods.
| Algorithm | Mean error (m) | Medium error (m) | Maximum error (m) | Time (s) |
| One-step WKNN | 2.76 | 1.75 | 9.72 | 1.200 | One-step MLP | 3.76 | 2.46 | 13.84 | 0.330 | One-step RF | 4.21 | 3.70 | 11.23 | 0.097 | Hierarchical WKNN | 4.12 | 3.18 | 10.43 | 0.437 | Hierarchical MLP | 3.20 | 2.46 | 10.58 | 0.008 | Hierarchical RF | 2.31 | 2.15 | 5.52 | 0.085 |
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