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. 2022 Feb 24;2022:1391906. doi: 10.1155/2022/1391906

Table 7.

Qualitative comparison of macro-HAR methods with some of the mentioned criteria.

Methods Accuracy TCM TCR Generalization
Non-parametric Supervised Informed-SVM Medium Low Low High
DT Low Medium Medium Low
QDA High Low Low Low
KNN High High High
RF Medium High High Medium
Unsupervised K-means Low Very High High

Parametric Unsupervised DBN High High Medium High
HMM Medium Medium Medium Medium
GMM Low High Medium Medium
Supervised Uninformed-SVM High High Low High
RNN High High Medium Medium
LSTM Very High Very High High High
CNN High High Medium High