Table 7.

Initial test results of CML algorithms (top ten models).

Trained Algorithm	Window Size (s)	Option	Average Accuracy (%)
			Before WSE	After WSE
MLP	80	i	37.33	68.83
MLP	80	a	38.50	68.00
MLP	80	t	36.67	66.50
MLP	80	t,a	40.83	64.83
MLP	50	t,a	40.67	64.17
Kstar	80	Default	40.67	64.17
PART	50	Default	41.67	64.00
MLP	80	o	43.83	63.83
Kstar	20	Default	31.67	63.67
RF	80	Default	45.67	63.33