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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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Detalles Bibliográficos
Autores principales: Gweon, Hyukjun, Schonlau, Matthias, Steiner, Stefan H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7924495/
https://www.ncbi.nlm.nih.gov/pubmed/33816847
http://dx.doi.org/10.7717/peerj-cs.194