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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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Detaylı Bibliyografya
Asıl Yazarlar: Chen, Jianhui, Tang, Lei, Liu, Jun, Ye, Jieping
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2013
Konular:
Online Erişim: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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