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Hard or Soft Classification? Large-margin Unified Machines

Margin-based classifiers have been popular in both machine learning and statistics for classification problems. Among numerous classifiers, some are hard classifiers while some are soft ones. Soft classifiers explicitly estimate the class conditional probabilities and then perform classification bas...

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Hlavní autoři: Liu, Yufeng, Zhang, Hao Helen, Wu, Yichao
Médium: Artigo
Jazyk:Inglês
Vydáno: 2011
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC3233196/
https://ncbi.nlm.nih.gov/pubmed/22162896
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1198/jasa.2011.tm10319
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