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kedd

The kedd package provides additional smoothing techniques to the R statistical system. Although various packages hosted by the Comprehensive R Archive Network (CRAN) provide useful functions to nonparametric statistics, kedd aims to serve as a central location for, more specifically, nonparametric functions and datasets.

The current features set of the package can be split in four main categories:

  • compute the convolutions and derivatives of a kernel function;
  • compute the kernel estimators for a probability density function and its derivatives;
  • computing the bandwidth selectors with different methods;
  • displaying the kernel estimators and selection functions of the bandwidth.

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Version

Install

install.packages('kedd')

Monthly Downloads

268

Version

1.0.4

License

GPL (>= 2)

Maintainer

Iago Gin<c3><a9>-V<c3><a1>zquez

Last Published

February 1st, 2024

Functions in kedd (1.0.4)

Claw, Bimodal, Kurtotic, Outlier, Trimodal

Datasets
kedd-package

Kernel Estimator and Bandwidth Selection for Density and Its Derivatives
h.tcv

Trimmed Cross-Validation for Bandwidth Selection
h.ucv

Unbiased (Least-Squares) Cross-Validation for Bandwidth Selection
h.ccv

Complete Cross-Validation for Bandwidth Selection
h.amise

AMISE for Optimal Bandwidth Selectors
h.mcv

Modified Cross-Validation for Bandwidth Selection
h.mlcv

Maximum-Likelihood Cross-validation for Bandwidth Selection
h.bcv

Biased Cross-Validation for Bandwidth Selection
dkde

Derivatives of Kernel Density Estimator
plot.h.mlcv

Plot for Maximum-Likelihood Cross-validation
plot.dkde

Plot for Kernel Density Derivative Estimate
plot.h.bcv

Plot for Biased Cross-Validation
kernel.conv

Convolutions of r'th Derivative for Kernel Function
plot.h.mcv

Plot for Modified Cross-Validation
kernel.fun

Derivatives of Kernel Function
plot.h.amise

Plot for Asymptotic Mean Integrated Squared Error
plot.kernel.conv

Plot for Convolutions of r'th Derivative Kernel Function
plot.h.ccv

Plot for Complete Cross-Validation
plot.kernel.fun

Plot of r'th Derivative Kernel Function
plot.h.ucv

Plot for Unbiased Cross-Validation
plot.h.tcv

Plot for Trimmed Cross-Validation