Research Article
Improving Accuracy and Simplifying Training in Fingerprinting-Based Indoor Location Algorithms at Room Level
Table 3
Relative accuracy by algorithm based on the number of WAPs when training with all locations (part II).
| #WAPs |
J-48graft |
LADTree | LMT |
NBTree | Random Forest |
| 40 | 93.33 ± 5.00 | 85.83 ± 12.94 | 98.33 ± 3.33 | 97.50 ± 5.34 | 97.50 ± 3.82 |
| 5 | 86.67 ± 10.00 | 88.33 ± 7.64 | 77.50 ± 11.21 | 85.00 ± 8.98 | 85.83 ± 9.17 |
| 8 | 85.83 ± 7.50 | 87.50 ± 9.32 | 87.50 ± 7.68 | 91.67 ± 9.13 | 92.50 ± 5.83 |
| 10 | 92.50 ± 7.86 | 91.67 ± 8.33 | 96.67 ± 4.08 | 96.67 ± 4.08 | 97.50 ± 3.82 |
| 16 | 91.67 ± 7.45 | 90.83 ± 10.17 | 96.67 ± 5.53 | 98.33 ± 3.33 | 96.67 ± 4.08 |
| 20 | 91.67 ± 7.45 | 90.00 ± 11.67 | 96.67 ± 5.53 | 95.00 ± 5.53 | 97.50 ± 3.82 |
| 32 | 91.67 ± 7.45 | 90.83 ± 10.17 | 95.00 ± 5.53 | 98.33 ± 3.33 | 98.33 ± 3.33 |
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