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. 2014 Apr 15;9(4):e94811. doi: 10.1371/journal.pone.0094811

Table 1. Comparison of novelty fall detectors.

Algorithm AUC mean(std) SE SP
kNN k = 1 0.9554 (0.0052) 0.907 0.905
kNN-sum k = 2 0.9548 (0.0052) 0.913 0.901
K-means + 1NN (K = 800) 0.9575 (0.0056) 0.929 0.890
One-Class SVM 0.9439 (0.0060) 0.881 0.890