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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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Podrobná bibliografie
Hlavní autoři: Chen, Jianhui, Tang, Lei, Liu, Jun, Ye, Jieping
Médium: Artigo
Jazyk:Inglês
Vydáno: 2013
Témata:
On-line přístup: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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