Ovid Application Error
Deep ensemble learning of sparse regression models for brain disease diagnosis. Suk, Heung-Il; Lee, Seong-Whan; Shen, Dinggang; for the Alzheimer's Disease Neuroimaging Initiative [Article] Medical Image Analysis. 37:101-113, April 2017.
(Format: HTML, PDF)
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.