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. Author manuscript; available in PMC: 2015 May 1.
Published in final edited form as: Neuroimage. 2014 Jan 27;91:386–400. doi: 10.1016/j.neuroimage.2014.01.033

Table 5.

MCI/NC classification performance for all the compared frame-works. Total of 621 samples used. The best value for each performance measure is highlighted in bold. (Please refer to Table 4 for the meaning of the abbreviations used in this table.)

Framework Imputation Acc. Sen. Spe. AUC Time(s)
Baseline 1 Zero 0.639 0.598 0.710 0.695 0.00
KNN 0.635 0.623 0.657 0.687 2.72
rEM 0.650 0.636 0.675 0.696 139.14
FPC 0.643 0.602 0.714 0.686 130.20

Baseline 2 Zero 0.669 0.631 0.736 0.732 0.00
KNN 0.666 0.628 0.733 0.724 0.61
rEM 0.673 0.639 0.733 0.734 34.41
FPC 0.670 0.632 0.737 0.736 19.06

Proposed KNN 0.672 0.778 0.486 0.726 0.65
rEM 0.701 0.866 0.414 0.774 36.56
mFPC 0.715 0.753 0.649 0.773 1.21