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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...
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| Main Authors: | , , , , |
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| Formato: | Artigo |
| Idioma: | Inglês |
| Publicado em: |
Public Library of Science
2012
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| Assuntos: | |
| Acesso em linha: | https://ncbi.nlm.nih.gov/pmc/articles/PMC3484157/ https://ncbi.nlm.nih.gov/pubmed/23118845 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0042947 |
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