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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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Pubblicato in:PeerJ Comput Sci
Autori principali: Gweon, Hyukjun, Schonlau, Matthias, Steiner, Stefan H.
Natura: Artigo
Lingua:Inglês
Pubblicazione: PeerJ Inc. 2019
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Accesso online: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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