Model

Window size (secs)

Number of Samples

Accuracy on train set

Accuracy on test set

Precision

Recall

F1-score

SVM

10

278

0.65

0.48

0.58

0.54

0.56

30

95

0.65

0.50

0.50

0.43

0.46

RF

10

278

0.99

0.71

0.85

0.63

0.72

30

95

0.98

0.71

0.88

0.50

0.64

MLP

10

278

0.64

0.48

0.58

0.52

0.55

30

95

0.64

0.50

0.50

0.36

0.42

GGM-L

10

278

0.73

0.57

0.77

0.21

0.32

30

95

0.67

0.59

1.00

0.18

0.31

60¹

48

0.80

0.66

0.77

0.47

0.58

60²

48

0.94

0.94

0.94

0.97

0.96