Year | Authors | Targets | Methods | Imaging modality | Data sets | Performance | ||
---|---|---|---|---|---|---|---|---|
Accuracy | Sensitivity | Specificity | ||||||
2008 | Klöppel et al. [43] | AD versus NC | VBM (GM) + SVM | MRI | 34 AD versus 34 NC | 95.6 | 97.0 | 94.1 |
2008 | Xia et al. [81]. | AD versus FTD versus NC | GAÂ +Â MKL | FDG-PET | 46 AD versus 43 FTD versus 40 NC | 94.62 | NaN | NaN |
2007 | Vemuri et al. [37] | AD versus NC | VBM +APOEÂ +Â SVM | MR | 190 AD versus 190 NC | 89.3 | 86.0 | 92.0 |
2008 | Magnin et al. [44] | AD versus NC | Histogram + SVM | MRI | 16 AD versus 22 NC | 94.5 | 91.5 | 96.6 |
2007 | Fan et al. [42] | SC versus NC. | VBMÂ +Â nonlinear SVM | MRI | Female: 23 schizophrenia versus 38 NC | 90.2 | NaN | NaN |
Male: 46 schizophrenia versus 41 NC | 90.8 | NaN | NaN | |||||
VBMÂ +Â linear SVM | MRI | Female: 23 schizophrenia versus 38 NC | 88.5 | NaN | NaN | |||
Male: 46 schizophrenia versus 41 NC | 88.5 | NaN | NaN | |||||
2009 | Misra et al. [49] | MCI-C versus MCI-NC | VBM | MRI | ADNI | 81.5 | NaN | NaN |
2009 | Querbes et al. [56] | NC versus AD | Thickness-Atlas | MRI | ADNI: 30 AD versus 30 NC | 85.0 | NaN | NaN |
2009 | Desikan et al. [55] | MCI versus NC | Thickness-ROI | MRI | OASIS | 91.0 | 73.0 | 94.0 |
ADNI | 91.0 | 94.0 | 85.0 | |||||
2009 | Gerardin et al. [80] | AD versus NC | Hippocampi shape + SVM | MRI | 23 AD versus 23 MCI versus 25 NC | 94.0 | 96.0 | 92.0 |
MCI versus NC | Hippocampi shape + SVM | MRI | 23 AD versus 23 MCI versus 25 NC | 83.0 | 83.0 | 84.0 | ||
2009 | Horn et al. [90] | AD versus FTD | PLSÂ +Â LDA | SPECT | 82 AD versus 91 FTD | 84.0 | 83.0 | 86.0 |
KL-PLS | SPECT | 82 AD versus 91 FTD | 84.0 | 80.0 | 87.0 | |||
PLSÂ +Â k-NN | SPECT | 82 AD versus 91 FTD | 88.0 | 93.0 | 85.0 | |||
SVM | SPECT | 82 AD versus 91 FTD | 87.0 | 88.0 | 87.0 | |||
2013 | Zhao et al. [53] | Dementia versus NC | KPCA + TR-LDA | – | 289 demented versus 9611 NC | 90.01 | NaN | NaN |
2008 | Huang et al. [105] | AD versus NC | VBMÂ +Â ANN | MRI | 10 AD versus 12 NC | 100 | NaN | NaN |
2010 | Plant et al. [93] | AD versus NC | Data mining + SVM | MRI | 32 AD versus 18 NC | 90.0 | 96.88 | 77.78 |
MCI versus NC | Data mining + Bayes | MRI | 24 MCI versus 18 NC | 85.71 | 83.33 | 88.89 | ||
2011 | Westman et al. [78] | AD versus NC | OPLS | MRI | 117 AD versus 122 MCI versus 112 NC | NaN | 90.0 | 94.0 |
AD versus MCI | OPLS | MRI | 117 AD versus 122 MCI versus 112 NC | NaN | 75.0 | 79.0 | ||
MCI versus NC | OPLS | MRI | 117 AD versus 122 MCI versus 112 NC | NaN | 66.0 | 73.0 | ||
2012 | Hackmack et al. [100] | MS versus NC | Wavelet transform + SVM | MRI | 41 MS versus 26 NC | 80.44 | 87.80 | 73.08 |
2013 | Gray et al. [112] | AD versus NC | Random forest | MRI, PET | ADNI: 37 AD versus 35 NC | 89.0 | 87.9 | 90.0 |
MCI versus NC | Random forest | MRI, PET | ADNI: 75 MCI versus 35 NC | 74.6 | 77.5 | 67.9 | ||
2013 | Dukart et al. [101] | AD versus NC | Meta-analysis + SVM | MRI, PET | ADNI: 28 AD versus 28 NC | 85.7 | 89.3 | 82.1 |
Leipzig: 21 AD versus 13 NC | 100.0 | 100.0 | 100.0 | |||||
2013 | Ortiz et al. [102] | AD versus NC | LVQÂ +Â SVM | MRI | ADNI: 25 AD versus 25 NC | 91.0 | 90.0 | 88.0 |
PCAÂ +Â SVM | MRI | ADNI: 25 AD versus 25 NC | 81.0 | 82.0 | 81.0 | |||
VAFÂ +Â SVM | MRI | ADNI: 25 AD versus 25 NC | 71.0 | 76.0 | 66.0 | |||
2014 | Nir et al. [103] | AD versus NC | Diffusion weighted method + SVM | MRI | ADNI: 37 AD versus 113 MCI versus 50 NC | 86.2 | 88.0 | 89.2 |
MCI versus NC | 82.0 | 80.0 | 84.6 | |||||
2015 | Papakostas et al. [51] | AD versus NC | VBM + LC-kNN (k = 3) | MRI | OASIS: 49 mild AD versus 49 NC | 80.0 | 80.0 | 79.0 |
VBMÂ +Â PNN | MRI | OASIS: 49 mild AD versus 49 NC | 78.0 | 62.0 | 94.0 | |||
DBM + LC-kNN (k = 3) | MRI | OASIS: 49 mild AD versus 49 NC | 82.0 | 86.0 | 78.0 | |||
DBMÂ +Â Linear SVM | MRI | OASIS: 49 mild AD versus 49 NC | 79.0 | 90.0 | 67.0 | |||
2015 | Schmitter et al. [99] | AD versus NC | FreeSurfer + SVM | MRI | ADNI | NaN | 82.0 | 88.0 |
MorphoBox + SVM | MRI | ADNI | NaN | 86.0 | 91.0 | |||
MCI versus NC | FreeSurfer + SVM | MRI | ADNI | NaN | 66.0 | 80.0 | ||
MorphoBox + SVM | MRI | ADNI | NaN | 69.0 | 83.0 | |||
2013 | Liu et al. [92] | AD versus NC | Multifold Bayesian Kernelization | MRI, PET | ADNI: 85 AD versus 169 MCI versus 77 NC | 84.74 | NaN | NaN |
MCIc versus MCInc | MRI, PET | 63.79 | NaN | NaN | ||||
2009 | Lopez et al. [94] | AD versus NC | PCAÂ +Â Bayesian classifier | SPECT | 38 AD versus 41 NC | 88.6 | NaN | NaN |
PET | 42 AD versus 18 NC | 98.3 | NaN | NaN |