Improving Accuracy and Simplifying Training in Fingerprinting-Based Indoor Location Algorithms at Room Level

Table 2

Relative accuracy by algorithm based on the number of WAPs when training with all locations (part I).

#WAPs	ADTree	BFTree	Decision; Stump	FT	J-48
40	95.83; ±; 5.59	95.00; ±; 4.08	95.00; ±; 5.53	97.50; ±; 3.82	95.83; ±; 5.59
5	85.83; ±; 9.17	85.83; ±; 10.57	86.67; ±; 6.67	79.17; ±; 11.33	87.50; ±; 10.03
8	90.00; ±; 8.16	88.33; ±; 8.50	87.50; ±; 10.03	88.33; ±; 13.02	85.83; ±; 7.50
10	96.67; ±; 4.08	95.00; ±; 6.67	92.50; ±; 7.86	97.50; ±; 3.82	93.33; ±; 6.24
16	95.83; ±; 4.17	95.83; ±; 5.59	92.50; ±; 7.86	96.67; ±; 5.53	93.33; ±; 6.24
20	95.83; ±; 5.59	94.17; ±; 5.34	92.50; ±; 7.86	97.50; ±; 3.82	93.33; ±; 6.24
32	95.83; ±; 5.59	94.17; ±; 5.34	92.50; ±; 7.86	95.83; ±; 5.59	94.17; ±; 5.34