epanechnikov kernel

The Epanechnikov kernel is optimal in a mean square error sense, though the loss of efficiency is small for the kernels ...

epanechnikov kernel

The Epanechnikov kernel is optimal in a mean square error sense, though the loss of efficiency is small for the kernels listed previously. Due to its convenient ... ,The reason why the Epanechnikov kernel isn't universally used for its theoretical optimality may very well be that the Epanechnikov kernel isn't actually ...

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epanechnikov kernel 相關參考資料
Kernel (statistics) - Wikipedia

Several types of kernel functions are commonly used: uniform, triangle, Epanechnikov, quartic (biweight), tricube, triweight, Gaussian, quadratic and cosine.

https://en.wikipedia.org

Kernel density estimation - Wikipedia

The Epanechnikov kernel is optimal in a mean square error sense, though the loss of efficiency is small for the kernels listed previously. Due to its convenient ...

https://en.wikipedia.org

If the Epanechnikov kernel is theoretically optimal when doing ...

The reason why the Epanechnikov kernel isn't universally used for its theoretical optimality may very well be that the Epanechnikov kernel isn't actually ...

https://stats.stackexchange.co

Different definitions of Epanechnikov-Kernel - Cross Validated

Let's distinguish the two kernels in our notation so we're not using the same symbol for each. So we have. K(e)(y)=34√5−3y220√5 for |y|≤√5.

https://stats.stackexchange.co

Density Estimation

f"x# is a special case of what is called a kernel estimator. The general ... The most commonly used kernels are the Epanechnikov and the Gaussian. The kernels ...

https://www.ssc.wisc.edu

Asymptotic Theory of Statistics and Probability

There are plenty of other kernels in use. Specifically, the Epanechnikov kernel, with a certain optimality property, is introduced below. Example 32.4 If one does ...

https://books.google.com.tw

On discrete Epanechnikov kernel functions - ScienceDirect

Specifically, discrete versions (both unordered and ordered) of the popular Epanechnikov kernel do not have rapidly decaying weights. The analytic properties ...

https://www.sciencedirect.com

Nonparametric and Semiparametric Models - 第 60 頁 - Google 圖書結果

As an example, suppose we want to compare an estimate based on the Epanechnikov kernel and bandwidth he with an estimate based on the Gaussian kernel.

https://books.google.com.tw

Smoothing Methods in Statistics - 第 124 頁 - Google 圖書結果

An alternative to the use of product kernels to construct a multivariate kernel function is to use a ... For example, the product Epanechnikov kernel is ^(x) = ( n □=!

https://books.google.com.tw