Can a Smartphone Diagnose Parkinson Disease? A Deep Neural Network Method and Telediagnosis System Implementation

Table 7

Results of comparative classifiers with SAE on Istanbul Dataset.

Classification accuracy (%)		Classifiers
		KELM	LSVM	MSVM	RSVM	CART	KNN	LDA	NB
SAE 10-8	Max	93.45	100.00	99.90	100.00	100.00	100.00	100.00	100.00
	Mean	77.74	67.83	88.03	79.90	91.58	93.45	83.93	81.97
	Min	66.67	57.08	77.20	74.24	71.74	89.23	75.95	80.31
SAE 10-7	Max	96.43	100.00	98.46	100.00	100.00	100.00	100.00	100.00
	Mean	80.18	67.73	88.24	80.48	91.25	93.99	83.88	82.59
	Min	63.69	56.34	76.80	74.47	72.31	89.59	76.37	79.80
SAE 10-6	Max	89.29	100.00	99.81	100.00	100.00	100.00	100.00	99.90
	Mean	71.73	67.36	88.18	80.65	91.73	93.72	84.70	82.09
	Min	45.83	56.79	77.01	73.72	72.45	90.06	76.60	79.70
SAE 9-8	Max	90.48	100.00	97.40	100.00	100.00	100.00	99.81	100.00
	Mean	78.27	67.90	88.63	80.57	91.55	93.98	84.39	82.29
	Min	56.55	56.87	77.10	73.92	72.23	89.82	76.32	80.27
SAE 9-7	Max	93.45	100.00	98.17	100.00	100.00	100.00	99.90	99.71
	Mean	80.77	67.85	88.67	79.76	91.19	94.17	84.35	81.88
	Min	65.48	56.45	76.98	74.04	72.07	90.21	76.11	79.73
SAE 9-6	Max	98.81	100.00	99.71	100.00	100.00	100.00	100.00	100.00
	Mean	84.59	67.67	88.50	80.36	91.17	93.78	84.69	82.02
	Min	70.83	57.01	77.62	74.04	71.94	90.13	75.89	79.68
SAE 8-8	Max	93.45	100.00	99.52	100.00	100.00	100.00	99.81	100.00
	Mean	76.61	67.96	88.47	80.08	91.14	94.10	84.23	81.89
	Min	55.95	57.24	76.72	74.21	72.29	89.31	75.76	80.40
SAE 8-7	Max	98.81	100.00	99.62	100.00	100.00	100.00	100.00	100.00
	Mean	84.23	68.27	87.92	80.34	91.56	94.35	84.55	82.08
	Min	70.83	57.12	77.17	73.95	72.61	89.87	76.26	79.74
SAE 8-6	Max	91.07	100.00	99.42	100.00	100.00	100.00	100.00	100.00
	Mean	78.22	67.49	87.85	79.89	91.01	93.81	84.24	81.75
	Min	57.74	56.62	76.69	73.82	71.88	90.05	75.80	80.05