Twin SVM-Based Classification of Alzheimer’s Disease Using Complex Dual-Tree Wavelet Principal Coefficients and LDA

Table 11

Run- and fold-wise classification performance of the DTCWT + PCA + TSVM method over OASIS dataset.

Folds	Runs	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10
Fold 1		100	94.11	94.44	100	94.44	94.44	94.11	94.44	88.8	94.44	Average accuracy; 95.46
Fold 2		100	100	88.23	94.44	94.44	100	94.11	94.44	100	94.44
Fold 3		94.44	83.33	94.44	94.11	100	94.44	94.44	94.11	94.44	100
Fold 4		94.44	100	94.44	94.11	94.44	88.88	100	100	100	88.88
Fold 5		94.11	100	94.11	94.44	100	87.5	100	94.44	100	100
Fold-wise accuracy		96.60	95.49	93.13	95.42	96.66	93.05	96.53	95.49	96.66	95.55