Table 6.
Comparison with the state-of-the-art methods
Method | Clinical score | Data set | Result |
---|---|---|---|
Wang et al. 2010 | MMSE | 23 AD, 74 MCI, 22 NC | MMSE: RMSE=3.29, CORR=0.76 |
Fan et al. 2010 | MMSE, ADAS-Cog | 52 AD, 148 MCI, 64 NC | MMSE: RMSE=2.12, CORR=0.57 |
ADAS-Cog: RMSE=5.03, CORR=0.52 | |||
Stonnington et al. 2010 | MMSE, ADAS-Cog | Set1 | Set1 |
73 AD, 91 NC | MMSE: CORR=0.70 | ||
Set2 | Set2 | ||
113 AD, 351 MCI, 122 NC | MMSE: CORR=0.48 | ||
ADAS-Cog: CORR=0.57 | |||
Set3 | Set3 | ||
39 AD, 92 MCI, 32 NC | MMSE: CORR=0.51 | ||
ADAS-Cog: CORR=0.47 | |||
Zhang et al. 2012 | MMSE, ADAS-Cog | 45 AD, 91 MCI, 50 NC | MMSE: CORR=0.70 |
ADAS-Cog: CORR=0.74 | |||
Our proposed method | MMSE, ADAS-Cog | 51 AD, 99 MCI, 52 NC | MMSE: RMSE=1.92, CORR=0.80 |
ADAS-Cog: RMSE=4.45, CORR=0.78 |
RMSE root mean square error, CORR correlation coefficients, MMSE mini-mental state examination, ADAS-Cog Alzheimer’s disease assessment scale-cognitive subscale