Sparse shared structure based multi-task learning for MRI based cognitive performance prediction of Alzheimer’s disease

•A mixed sparse shared structure based multi-task learning is proposed.•The formulation can be applied on regression, classification or clustering.•An efficient optimization algorithm is derived to solve the nonsmooth formulation.•Experimental results demonstrate significant performance improvements...

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Bibliographic Details

Published in:	Pattern recognition Vol. 72; pp. 219 - 235
Main Authors:	Cao, Peng, Shan, Xuanfeng, Zhao, Dazhe, Huang, Min, Zaiane, Osmar
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.12.2017
Subjects:	Alzheimer’s disease Biomarker discovery Multi-task learning Proximal gradient Regression Biomarker discovery Proximal gradient Regression Alzheimer’s disease Multi-task learning
ISSN:	0031-3203, 1873-5142
Online Access:	Get full text
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