Table 9.

The results obtained for the first segment of each signal during experiment 3 for various segment sizes and both networks network. The chaos class is denoted as Positive and non-chaos as Negative.

Model	Segment	Accuracy	TP	FN	TN	FP
LSTM	50	0.937	5,485	167	9,183	817
	100	0.981	5,357	295	10,000	0
	200	0.952	5,419	233	9,488	512
CNN	50	0.951	5,650	2	9,235	765
	100	0.943	5,499	153	9,262	738
	200	0.970	5,397	255	9,785	215