Research Article

An Anomaly Detection Algorithm Selection Service for IoT Stream Data Based on Tsfresh Tool and Genetic Algorithm

Table 6

The three kinds of scores for the NAB dataset.

DetectorStandard scoresReward low FP rate scoresReward low FN rate scores

Numenta HTM using NuPIC v0.5.670.163.174.3
Numenta™ HTM64.656.769.2
htm.core63.158.866.2
EarthgeckoSkyline58.246.263.9
Relative entropy54.647.658.8
Recommended by our framework77.968.183.2