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...

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Detalles Bibliográficos
Autores principales: Jenssen, Robert, Kloft, Marius, Zien, Alexander, Sonnenburg, Sören, Müller, Klaus-Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Research Article
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

Internet

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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