Customized Dictionary Learning for Subdatasets with Fine Granularity

Sparse models have a wide range of applications in machine learning and computer vision. Using a learned dictionary instead of an “off-the-shelf” one can dramatically improve performance on a particular dataset. However, learning a new one for each subdataset (subject) with fine granularity may be u...

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Bibliographic Details
Main Authors: Lei Ye, Can Wang, Xin Xu, Hui Qian
Format: Article
Language:English
Published: Hindawi Limited 2016-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2016/5376087