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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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Κύριοι συγγραφείς: | , , , , |
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Μορφή: | Artigo |
Γλώσσα: | Inglês |
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2010
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Θέματα: | |
Διαθέσιμο Online: | 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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