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A Convex Formulation for Learning a Shared Predictive Structure from Multiple Tasks

In this paper, we consider the problem of learning from multiple related tasks for improved generalization performance by extracting their shared structures. The alternating structure optimization (ASO) algorithm, which couples all tasks using a shared feature representation, has been successfully a...

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Bibliographic Details
Main Authors: Chen, Jianhui, Tang, Lei, Liu, Jun, Ye, Jieping
Format: Artigo
Language:Inglês
Published: 2013
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC3784327/
https://ncbi.nlm.nih.gov/pubmed/23520249
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TPAMI.2012.189
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