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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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書誌詳細
主要な著者: Yu, Shi, Falck, Tillmann, Daemen, Anneleen, Tranchevent, Leon-Charles, Suykens, Johan AK, De Moor, Bart, Moreau, Yves
フォーマット: Artigo
言語:Inglês
出版事項: BioMed Central 2010
主題:
オンライン・アクセス: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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