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

Table 7

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

#WAPs	Random; Tree	REP; Tree	SVM	NN	NBC
40	91.50; ±; 3.76	92.50; ±; 3.59	98.00; ±; 1.00	97.00; ±; 1.63	87.17; ±; 1.83
5	88.33; ±; 1.29	82.50; ±; 4.17	68.17; ±; 1.74	80.00; ±; 2.98	80.50; ±; 1.07
8	87.83; ±; 1.83	92.17; ±; 2.89	87.50; ±; 2.71	86.33; ±; 1.94	81.17; ±; 1.07
10	97.33; ±; 1.53	93.33; ±; 3.07	98.17; ±; 0.50	92.17; ±; 1.30	97.00; ±; 0.67
16	95.67; ±; 3.00	92.83; ±; 3.66	98.33; ±; 0.75	95.17; ±; 1.89	96.67; ±; 1.05
20	93.83; ±; 3.66	93.83; ±; 3.95	97.50; ±; 0.83	94.67; ±; 1.63	95.50; ±; 1.30
32	95.83; ±; 4.43	92.83; ±; 3.66	99.33; ±; 0.82	98.50; ±; 0.90	87.50; ±; 1.54