Table 8.

The results obtained for the whole signals during experiment 3 for various segment sizes and both networks. The chaos class is denoted as Positive and non-chaos as Negative.

Model	Segment	Accuracy	TP	FN	TN	FP
LSTM	50	0.967	107,389	5,651	195,423	4,637
	100	0.985	55,233	1,287	99,022	1,008
	200	0.984	27,708	552	49,352	663
CNN	50	0.924	108,288	4,752	180,873	19,187
	100	0.902	54,781	1,739	86,382	13,648
	200	0.957	27,360	900	47,584	2,431