Research Article
Improving Accuracy and Simplifying Training in Fingerprinting-Based Indoor Location Algorithms at Room Level
Table 6
Relative accuracy by algorithm based on the number of WAPs when training with border locations (part II).
| #WAPs | J-48graft | LADTree | LMT | NBTree | Random Forest |
| 40 | 92.17 ± 3.73 | 88.00 ± 4.00 | 99.00 ± 1.11 | 97.67 ± 1.53 | 99.00 ± 0.82 |
| 5 | 85.33 ± 3.48 | 73.33 ± 15.26 | 77.83 ± 4.02 | 91.00 ± 2.71 | 90.00 ± 1.83 |
| 8 | 90.17 ± 2.63 | 91.50 ± 0.50 | 93.67 ± 1.63 | 92.00 ± 2.08 | 94.50 ± 0.76 |
| 10 | 95.83 ± 1.71 | 91.83 ± 2.17 | 97.83 ± 1.67 | 97.67 ± 1.33 | 98.50 ± 1.17 |
| 16 | 95.17 ± 1.74 | 92.33 ± 2.13 | 98.33 ± 1.83 | 98.83 ± 1.30 | 99.00 ± 0.82 |
| 20 | 96.17 ± 1.67 | 93.50 ± 2.52 | 98.83 ± 1.07 | 99.67 ± 0.67 | 98.33 ± 1.29 |
| 32 | 92.17 ± 2.59 | 87.33 ± 4.03 | 99.33 ± 1.11 | 98.00 ± 1.63 | 99.00 ± 0.82 |
|
|