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Optimal projection method determination by Logdet Divergence and perturbed von-Neumann Divergence

BACKGROUND: Positive semi-definiteness is a critical property in kernel methods for Support Vector Machine (SVM) by which efficient solutions can be guaranteed through convex quadratic programming. However, a lot of similarity functions in applications do not produce positive semi-definite kernels....

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Detalles Bibliográficos
Autores principales: Jiang, Hao, Ching, Wai-Ki, Qiu, Yushan, Cheng, Xiao-Qing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751553/
https://www.ncbi.nlm.nih.gov/pubmed/29297357
http://dx.doi.org/10.1186/s12918-017-0479-0