Table 5.

Confusion matrix of the Neural Network Model using training and testing datasets for the classification of EEG features of the sleep stages W, N1, N2, N-3, and R.

Neural Network		Prediction
		N1	N2	N3	REM	Wake	N1	N2	N3	REM	Wake
Actual	N1	2197	2634	88	1948	2656	550	666	29	470	675
	N2	845	24,746	3078	1883	1038	196	6149	753	483	257
	N3	22	4250	12,647	42	174	7	1039	3066	13	30
	REM	699	2504	86	9331	537	176	624	21	2372	115
	Wake	980	796	68	318	13,284	243	212	23	78	3353