In our study, the k-nearest neighbor algorithm (k-NN),
which is one of the most classical and effective nonparametric
classification methods [16], was employed for constructing an
arrhythmia classification model, a signal quality classification
model, and an activity classification model. The IB1 algorithm
in Weka API [16] was used for implementing k-NN.