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. Author manuscript; available in PMC: 2022 Jun 11.
Published in final edited form as: IEEE J Biomed Health Inform. 2021 Jun 11;25(6):2082–2092. doi: 10.1109/JBHI.2020.3042447

TABLE I.

ADNI Dataset. Top: Comparison across methods on NC vs. AD classification; Bottom: Balanced Classification Accuracy of the proposed method dependent on the number of visits

Method BACC ± std SEN SPE AUC
CNN 86.1 ± 1.83 86.8 85.4 91.3
CNN+AP 87.8 ± 2.55 88.2 87.4 91.3
CNN+RNN 89.5 ± 1.41 88.7 90.3 91.4
CNN+RNN+LP 90.0 ± 1.44 89.2 90.8 91.5
CNN+RNN+LP+CL 90.4 ±1.51 88.9 91.9 91.5
CNN+biRNN [7] 89.6 ± 1.48 86.8 92.4 91.5
CNN+tRNN [27] 89.7 ± 1.67 88.8 90.6 91.4
Visits NC/AD BACC ± std
CNN+RNN+LP+CL 1+ visit 188/169 89.8 ± 1.48
2+ visits 163/103 90.1 ± 1.53
3+ visits 138/78 90.6 ± 1.59
4+ visits 109/52 90.6 ± 1.46
5+ visits 73/0 91.8 ± 1.49