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fdadensity
View on CRAN: Click
here
Download and install fdadensity package within the R console
Install from CRAN:
install.packages("fdadensity")
Install from Github:
library("remotes")
install_github("cran/fdadensity")
Install by package version:
library("remotes")
install_version("fdadensity", "0.1.2")
Attach the package and use:
library("fdadensity")
Maintained by
Alexander Petersen
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-10-16
Latest Update: 2019-12-05
Description:
An implementation of the methodology described in
Petersen and Mueller (2016) for the functional
data analysis of samples of density functions. Densities are first
transformed to their corresponding log quantile densities, followed by
ordinary Functional Principal Components Analysis (FPCA). Transformation
modes of variation yield improved interpretation of the variability in the
data as compared to FPCA on the densities themselves. The standard
fraction of variance explained (FVE) criterion commonly used for functional
data is adapted to the transformation setting, also allowing for an
alternative quantification of variability for density data through the
Wasserstein metric of optimal transport.
How to cite:
Alexander Petersen (2017). fdadensity: Functional Data Analysis for Density Functions by Transformation to a Hilbert Space. R package version 0.1.2, https://cran.r-project.org/web/packages/fdadensity
Other packages that cited fdadensity R package
View fdadensity citation profile
Other R packages that fdadensity depends,
imports, suggests or enhances
Functions, R codes and Examples using
the fdadensity R package
Some associated functions: BacteriaPI . CreateModeOfVarPlotLQ2D . DeregulariseByAlpha . FPCAdens . GetFVE . MakeDENsample . MakeLQDsample . RegulariseByAlpha . Top50BabyNames . dens2lqd . dens2qd . dens2quantile . getWFmean . lqd2dens . lqd2quantile . normaliseDensities . qd2dens .
Some associated R codes: BacteriaPI.R . CreateModeOfVarPlotLQ2D.R . DeregulariseByAlpha.R . FPCAdens.R . GetFVE.R . MakeDENsample.R . MakeLQDsample.R . RcppExports.R . RegulariseByAlpha.R . Top50BabyNames.R . dens2lqd.R . dens2qd.R . dens2quantile.R . getWFmean.R . lqd2dens.R . lqd2quantile.R . normaliseDensities.R . qd2dens.R . Full fdadensity package functions and examples
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