On the Properties of Bias-Variance Decomposition for kNN Regression

When choosing the optimal complexity of the method for constructing decision functions, an important tool is the decomposition of the quality criterion into bias and variance. It is generally assumed (and in practice this is most often true) that with increasing complexity of the method, the bias co...

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Bibliographic Details
Main Author: V. M. Nedel’ko
Format: Article
Language:English
Published: Irkutsk State University 2023-03-01
Series:Известия Иркутского государственного университета: Серия "Математика"
Subjects:
Online Access:http://mathizv.isu.ru/en/article/file?id=1444