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Table 3 Percentage of correctly classified test set examples for the TSVM (home set)

From: Indoor localization based on cellular telephony RSSI fingerprints containing very large numbers of carriers

TSVM Classifier

Current Top 7

N Strongest

All Nmax (= 488) carriers

Linear

w/PCA

54.1 (PC = 4)

95.1 (N = 350, PC = 4)

93.4 (PC = 4)

w/o PCA

55,7

98.4 (N = 370)

98.4

Gaussian

w/PCA

52.5 (PC=10)

98.4 (N = 280, PC = 6)

96.7 (PC = 7)

w/o PCA

62,3

98.4 (N = 330)

-

K- NN

50.8 (K=4)

91.8 (N = 200, K = 4)

86.8 (K = 5)

  1. The definitions of K, N, and PC are identical to those used in Tables 1 and 2.