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Highlights:

* A novel framework that combines the two conceptually different methods of sparse regression and deep learning for AD/MCI diagnosis.

* Use of the outputs from sparse regression models with different values of a regularization control parameter as target-level representations.

* Rigorous experiments with MR images of 805 subjects in the ADNI cohort.

(C) 2017Elsevier, Inc.