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

Table 9

Comparative experiment results.

Related researches	Test method	Classification accuracy (%)	Training set
Shahbaba and Neal [35]	5-fold CV	87.70	80%
Psorakis et al. [36]	10-fold CV	89.47	90%
Guo et al. [37]	10-fold CV	93.10	90%
Ozcift and Gulten [38]	10-fold CV	87.10	90%
Daliri [39]	50-50%; training-testing	91.20	50%
Polat [40]	50-50%; training-testing	97.93	50%
Chen et al. [41]	10-fold CV	96.07	90%
Zuo et al. [42]	10-fold CV	97.47	90%
Rao et al. [23]	10-fold CV	99.49	90%
This study	50-50%; training-testing	94.00–98.00	50%