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Multi-Classification using One-versus-One Deep Learning Strategy with Joint Probability Estimates
In the proposed model, a two-stage algorithm is developed to estimate the class probability from the pairwise binary classifiers.
QC-SPHRAM: Quasi-conformal Spherical Harmonics Based Geometric Distortions on Hippocampal Surfaces for Early Detection of the Alzheimer's Disease
Using 110 NC subjects and 110 AD patients from the ADNI database, the proposed algorithm achieves 85:2% testing accuracy on 80 random samples as testing subjects, with the incorporation of surface geometry in the classification machine.
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