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

Table 4

Results of comparative classifiers with SAE on Oxford Dataset.

Classification accuracy (%)		Classifiers
		KELM	LSVM	MSVM	RSVM	CART	KNN	LDA	NB
SAE 10-8	Max	93.45	99.99	99.90	99.90	99.90	100.00	99.69	99.19
	Mean	77.74	95.89	94.47	96.32	96.04	97.81	95.17	94.29
	Min	66.67	93.66	89.23	93.43	93.81	93.23	92.85	93.73
SAE 10-7	Max	96.43	100.00	98.46	100.00	100.00	100.00	99.60	99.58
	Mean	80.18	96.20	95.76	96.58	96.82	97.63	96.16	95.22
	Min	63.69	94.13	93.46	93.52	94.53	94.52	93.01	93.61
SAE 10-6	Max	89.29	100.00	99.81	99.99	100.00	100.00	99.73	99.15
	Mean	71.73	96.26	94.74	96.51	96.43	96.97	94.59	95.18
	Min	45.83	93.74	89.13	93.51	94.64	93.22	91.37	93.62
SAE 9-8	Max	90.48	100.00	97.40	100.00	99.99	100.00	99.70	99.71
	Mean	78.27	95.87	95.04	96.87	96.87	97.89	96.08	95.12
	Min	56.55	92.36	89.04	93.99	94.24	92.70	92.71	93.54
SAE 9-7	Max	93.45	100.00	98.17	100.00	100.00	100.00	99.74	98.74
	Mean	80.77	96.23	93.88	97.75	96.82	97.13	97.01	95.82
	Min	65.48	94.22	89.04	93.59	94.49	93.14	93.28	93.93
SAE 9-6	Max	98.81	100.00	99.71	100.00	100.00	100.00	99.66	99.36
	Mean	84.59	96.22	95.63	96.46	96.01	98.01	94.03	95.51
	Min	70.83	93.31	90.58	94.16	94.30	93.26	93.55	93.94
SAE 8-8	Max	93.45	100.00	99.52	99.99	100.00	100.00	99.58	99.51
	Mean	76.61	96.02	95.39	95.64	96.22	96.98	95.45	94.32
	Min	55.95	94.19	92.21	93.37	94.36	92.75	93.75	92.25
SAE 8-7	Max	98.81	100.00	99.62	100.00	100.00	100.00	99.76	99.79
	Mean	84.23	96.71	95.48	96.82	96.23	96.63	95.69	97.07
	Min	70.83	94.40	92.21	93.92	94.57	94.10	92.99	94.14
SAE 8-6	Max	91.07	100.00	99.42	99.99	99.99	100.00	99.78	99.37
	Mean	78.22	96.01	94.52	96.21	95.91	96.92	95.57	95.98
	Min	57.74	93.37	90.87	93.59	92.53	93.42	93.44	92.49