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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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Detalhes bibliográficos
Main Authors: Chen, Jianhui, Tang, Lei, Liu, Jun, Ye, Jieping
Formato: Artigo
Idioma:Inglês
Publicado em: 2013
Assuntos:
Acesso em linha: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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