TABLE 3.

Comparison of LSTM and SLAC over different time steps. The results are expressed as a mean $\pm$ standard deviation. The better results are highlighted in bold.

Metric	Model	Time step 1	Time step 2	Time step 3	Time step 4	Time step 5
accuracy	LSTM	$\mathbf{1.00}\pm \mathbf{0.00}$	$0.66\pm 0.03$	$\mathbf{0.80}\pm \mathbf{0.04}$	$\mathbf{0.84}\pm \mathbf{0.05}$	$\mathbf{0.74}\pm \mathbf{0.02}$
	SLVM	$1.00\pm 0.01$	$\mathbf{0.70}\pm \mathbf{0.06}$	$0.72\pm 0.04$	$0.71\pm 0.04$	$0.60\pm 0.06$
precision	LSTM	$\mathbf{1.00}\pm \mathbf{0.00}$	$0.72\pm 0.01$	$\mathbf{0.86}\pm \mathbf{0.06}$	$\mathbf{0.90}\pm \mathbf{0.05}$	$\mathbf{0.62}\pm \mathbf{0.03}$
	SLVM	$\mathbf{1.00}\pm \mathbf{0.00}$	$\mathbf{0.75}\pm \mathbf{0.03}$	$0.74\pm 0.03$	$0.71\pm 0.03$	$0.44\pm 0.05$
recall	LSTM	$\mathbf{1.00}\pm \mathbf{0.00}$	$0.86\pm 0.06$	$0.83\pm 0.05$	$0.82\pm 0.08$	$0.61\pm 0.03$
	SLVM	$1.00\pm 0.01$	$\mathbf{0.87}\pm \mathbf{0.06}$	$\mathbf{0.90}\pm \mathbf{0.03}$	$\mathbf{0.86}\pm \mathbf{0.04}$	$\mathbf{0.70}\pm \mathbf{0.10}$
F1 score	LSTM	$\mathbf{1.00}\pm \mathbf{0.00}$	$0.79\pm 0.03$	$\mathbf{0.84}\pm \mathbf{0.03}$	$\mathbf{0.85}\pm \mathbf{0.05}$	$\mathbf{0.62}\pm \mathbf{0.03}$
	SLVM	$1.00\pm 0.00$	$\mathbf{0.81}\pm \mathbf{0.04}$	$0.81\pm 0.02$	$0.78\pm 0.03$	$0.54\pm 0.06$