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. Author manuscript; available in PMC: 2019 Sep 27.
Published in final edited form as: IEEE Trans Biomed Eng. 2018 Sep 12;66(5):1195–1206. doi: 10.1109/TBME.2018.2869989

TABLE II.

Results of Multi-Class Disease Classification and Clinical Score Regression (Models Trained on ADNI-1 and Tested on ADNI-2)

Multi-Class Disease Classification
Clinical Score Regression
Method AD vs. pMCI vs. sMCI vs. NC
CDRSB
ADAS11
ADAS13
MMSE
ACC ACCNC ACCsMCI ACCpMCI ACCAD CC RMSE CC RMSE CC RMSE CC RMSE
VBM 0.404 0.557 0.295 0.081 0.469 0.278 2.010 0.290 7.406 0.327 10.322 0.289 2.889
ROI 0.431 0.589 0.269 0.027 0.594 0.380 1.893 0.360 7.358 0.371 10.319 0.325 2.899
DSML-1 0.467 0.784 0.295 0.189 0.413 0.475 1.859 0.497 6.499 0.508 9.195 0.468 2.593
DSML 0.486 0.611 0.419 0.216 0.503 0.522 1.674 0.542 6.268 0.581 8.591 0.538 2.414
DM2L-1 0.487 0.665 0.415 0.297 0.427 0.481 1.817 0.516 6.529 0.554 9.771 0.492 2.643
DM2L 0.518 0.600 0.513 0.243 0.490 0.533 1.666 0.565 6.200 0.590 8.537 0.567 2.373