Research Article

TASG: An Augmented Classification Method for Impersonal HAR

Table 3

The types of the features extracted in experiments.

FeatureNumberDescription

Mean1Average value in window
STD1Standard deviation
Min, max2Minimum and maximum in window
Mode1The value with the largest frequency
Range1Max–min
Mean crossing rate1Rate of times signal crossing mean value
DC1Direct component
Spectrum peak position5First 5 peaks after FFT
Frequency5Frequencies corresponding to 5 peaks
Energy1Square of norm
Four shape features4Mean, STD, skewness, kurtosis
Four amplitude features4Mean, STD, skewness, kurtosis