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A Scatter-Based Prototype Framework and Multi-Class Extension of Support Vector Machines
We provide a novel interpretation of the dual of support vector machines (SVMs) in terms of scatter with respect to class prototypes and their mean. As a key contribution, we extend this framework to multiple classes, providing a new joint Scatter SVM algorithm, at the level of its binary counterpar...
Autores principales: | Jenssen, Robert, Kloft, Marius, Zien, Alexander, Sonnenburg, Sören, Müller, Klaus-Robert |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3484157/ https://www.ncbi.nlm.nih.gov/pubmed/23118845 http://dx.doi.org/10.1371/journal.pone.0042947 |
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