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Choosing the window width when estimating a density

作者:B. W. Silverman · 发表于:Biometrika · 年份:1978 · DOI:10.1093/biomet/65.1.1 · 被引用次数:141 · 研究领域:Advanced Statistical Methods and Models、Statistical Methods and Inference、Statistical Methods and Bayesian Inference

A practical method is discussed for determining the amount of smoothing when using the kernel method to estimate a probability density from independent identically distributed observations. Both the univariate and the multivariate cases are considered. The method is illustrated by the analysis of several sets of data; the theoretical motivation and justification are also provided.