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The k conditional nearest neighbor algorithm for classification and class probability estimation

The k nearest neighbor (kNN) approach is a simple and effective nonparametric algorithm for classification. One of the drawbacks of kNN is that the method can only give coarse estimates of class probabilities, particularly for low values of k. To avoid this drawback, we propose a new nonparametric c...

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Detalhes bibliográficos
Publicado no:PeerJ Comput Sci
Main Authors: Gweon, Hyukjun, Schonlau, Matthias, Steiner, Stefan H.
Formato: Artigo
Idioma:Inglês
Publicado em: PeerJ Inc. 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7924495/
https://ncbi.nlm.nih.gov/pubmed/33816847
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.7717/peerj-cs.194
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