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L(2)-norm multiple kernel learning and its application to biomedical data fusion

BACKGROUND: This paper introduces the notion of optimizing different norms in the dual problem of support vector machines with multiple kernels. The selection of norms yields different extensions of multiple kernel learning (MKL) such as L(∞), L(1), and L(2 )MKL. In particular, L(2 )MKL is a novel m...

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Detalhes bibliográficos
Main Authors: Yu, Shi, Falck, Tillmann, Daemen, Anneleen, Tranchevent, Leon-Charles, Suykens, Johan AK, De Moor, Bart, Moreau, Yves
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2010
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC2906488/
https://ncbi.nlm.nih.gov/pubmed/20529363
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1471-2105-11-309
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