Biosensor-Assisted Method for Abdominal Syndrome Classification Using Machine Learning Algorithm

Table 5

Proposed algorithm parameters.

Trials	No. of neurons in the hidden layer	Amount of test EGG classified (50 each)							Total	Correct classification (%)
		Normal	Abnormality
			Dyspepsia	Tachygastria	Nausea	Vomiting	Ulcer	Bradygastria
1^st	9	44	39	43	46	34	27	48	372	77.43
2^nd	22	43	37	43	39	48	39	49	398	86.24
3^rd	23	36	33	33	30	43	47	43	333	63.72
4^th	24	46	40	39	43	48	46	44	303	86.67
5^th	26	46	42	48	44	49	38	60	326	95.00
6^th	26	43	40	43	46	60	44	60	326	90.00
7^th	27	43	43	44	46	48	44	49	326	90.00