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Weighted Distance Weighted Discrimination and Its Asymptotic Properties

While Distance Weighted Discrimination (DWD) is an appealing approach to classification in high dimensions, it was designed for balanced datasets. In the case of unequal costs, biased sampling, or unbalanced data, there are major improvements available, using appropriately weighted versions of DWD (...

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Bibliographic Details
Main Authors: Qiao, Xingye, Zhang, Hao Helen, Liu, Yufeng, Todd, Michael J., Marron, J. S.
Format: Artigo
Language:Inglês
Published: 2010
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC2996856/
https://ncbi.nlm.nih.gov/pubmed/21152360
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1198/jasa.2010.tm08487
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