Package: distr6 1.8.4

Raphael Sonabend

distr6: The Complete R6 Probability Distributions Interface

An R6 object oriented distributions package. Unified interface for 42 probability distributions and 11 kernels including functionality for multiple scientific types. Additionally functionality for composite distributions and numerical imputation. Design patterns including wrappers and decorators are described in Gamma et al. (1994, ISBN:0-201-63361-2). For quick reference of probability distributions including d/p/q/r functions and results we refer to McLaughlin, M. P. (2001). Additionally Devroye (1986, ISBN:0-387-96305-7) for sampling the Dirichlet distribution, Gentle (2009) <doi:10.1007/978-0-387-98144-4> for sampling the Multivariate Normal distribution and Michael et al. (1976) <doi:10.2307/2683801> for sampling the Wald distribution.

Authors:Raphael Sonabend [aut, cre], Franz Kiraly [aut], Peter Ruckdeschel [ctb], Matthias Kohl [ctb], Nurul Ain Toha [ctb], Shen Chen [ctb], Jordan Deenichin [ctb], Chengyang Gao [ctb], Chloe Zhaoyuan Gu [ctb], Yunjie He [ctb], Xiaowen Huang [ctb], Shuhan Liu [ctb], Runlong Yu [ctb], Chijing Zeng [ctb], Qian Zhou [ctb], Michal Lauer [ctb], John Zobolas [ctb]

distr6_1.8.4.tar.gz
distr6_1.8.4.zip(r-4.7)distr6_1.8.4.zip(r-4.6)distr6_1.8.4.zip(r-4.5)
distr6_1.8.4.tgz(r-4.6-x86_64)distr6_1.8.4.tgz(r-4.6-arm64)distr6_1.8.4.tgz(r-4.5-x86_64)distr6_1.8.4.tgz(r-4.5-arm64)
distr6_1.8.4.tar.gz(r-4.7-arm64)distr6_1.8.4.tar.gz(r-4.7-x86_64)distr6_1.8.4.tar.gz(r-4.6-arm64)distr6_1.8.4.tar.gz(r-4.6-x86_64)
distr6_1.8.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
distr6/json (API)

# Install 'distr6' in R:

install.packages('distr6', repos = c('https://mlr-org.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/xoopr/distr6/issues

Pkgdown/docs site:https://xoopr.github.io

Uses libs:

c++– GNU Standard C++ Library v3

On CRAN:

cpp

5.66 score 2 packages 89 scripts 131 downloads 1 mentions 149 exports 9 dependencies

Last updated from:52ec317e54 (on main). Checks:11 NOTE, 2 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	NOTE	307
linux-devel-x86_64	NOTE	328
source / vignettes	OK	355
linux-release-arm64	NOTE	307
linux-release-x86_64	NOTE	330
macos-release-arm64	NOTE	223
macos-release-x86_64	NOTE	495
macos-oldrel-arm64	NOTE	188
macos-oldrel-x86_64	NOTE	607
windows-devel	NOTE	322
windows-release	NOTE	346
windows-oldrel	NOTE	341
wasm-release	OK	195

Exports:Arcsine Arrdist as.Distribution as.MixtureDistribution as.ProductDistribution as.VectorDistribution assertContinuous assertDiscrete assertDistribution assertDistributionList assertLeptokurtic assertMatrixvariate assertMesokurtic assertMixture assertMultivariate assertNegativeSkew assertNoSkew assertParameterSet assertParameterSetList assertPlatykurtic assertPositiveSkew assertSymmetric assertUnivariate Bernoulli Beta BetaNoncentral Binomial Categorical Cauchy checkContinuous checkDiscrete checkDistribution checkDistributionList checkLeptokurtic checkMatrixvariate checkMesokurtic checkMixture checkMultivariate checkNegativeSkew checkNoSkew checkParameterSet checkParameterSetList checkPlatykurtic checkPositiveSkew checkSymmetric checkUnivariate ChiSquared ChiSquaredNoncentral Convolution CoreStatistics Cosine decorate Degenerate Dirichlet DiscreteUniform distr6News Distribution DistributionDecorator DistributionWrapper distrSimulate dparse dstr dstrs Empirical EmpiricalMV Epanechnikov Erlang exkurtosisType ExoticStatistics Exponential FDistribution FDistributionNoncentral Frechet FunctionImputation Gamma generalPNorm Geometric Gompertz gprm Gumbel huberize HuberizedDistribution Hypergeometric InverseGamma Kernel Laplace listDecorators listDistributions listKernels listWrappers Logarithmic Logistic LogisticKernel Loglogistic Lognormal makeUniqueDistributions Matdist mixMatrix MixtureDistribution mixturiseVector Multinomial MultivariateNormal NegativeBinomial Normal NormalKernel Pareto Poisson ProductDistribution qqplot Quartic Rayleigh SDistribution ShiftedLoglogistic Sigmoid Silverman simulateEmpiricalDistribution skewType sprm StudentT StudentTNoncentral testContinuous testDiscrete testDistribution testDistributionList testLeptokurtic testMatrixvariate testMesokurtic testMixture testMultivariate testNegativeSkew testNoSkew testParameterSet testParameterSetList testPlatykurtic testPositiveSkew testSymmetric testUnivariate Triangular TriangularKernel Tricube Triweight truncate TruncatedDistribution Uniform UniformKernel VectorDistribution Wald Weibull WeightedDiscrete

Dependencies:backports checkmate data.table dictionar6 ooplah param6 R6 Rcpp set6

distr6

Rendered fromdistr6.rmdusingknitr::rmarkdown

Last update: 2024-02-23
Started: 2019-05-20

Help page	Topics
distr6: Object Oriented Distributions in R	distr6-package distr6
Extract one or more Distributions from an Array distribution	[.Arrdist
Extract one or more Distributions from a Matdist	[.Matdist
Extract one or more Distributions from a VectorDistribution	[.VectorDistribution
Arcsine Distribution Class	Arcsine
Arrdist Distribution Class	Arrdist
Coerce matrix to vector of WeightedDiscrete or Matrix Distribution	as.Distribution as.Distribution.array as.Distribution.matrix
Coercion to Mixture Distribution	as.MixtureDistribution
Coercion to Product Distribution	as.ProductDistribution
Coercion to Vector Distribution	as.VectorDistribution
Bernoulli Distribution Class	Bernoulli
Beta Distribution Class	Beta
Noncentral Beta Distribution Class	BetaNoncentral
Binomial Distribution Class	Binomial
Combine Array Distributions into a Arrdist	c.Arrdist
Combine Distributions into a VectorDistribution	c.Distribution
Combine Matrix Distributions into a Matdist	c.Matdist
Categorical Distribution Class	Categorical
Cauchy Distribution Class	Cauchy
Chi-Squared Distribution Class	ChiSquared
Noncentral Chi-Squared Distribution Class	ChiSquaredNoncentral
Distribution Convolution Wrapper	+.Distribution -.Distribution Convolution
Core Statistical Methods Decorator	CoreStatistics
Cosine Kernel	Cosine
Decorate Distributions	decorate
Degenerate Distribution Class	Degenerate Delta Dirac
Dirichlet Distribution Class	Dirichlet
Discrete Uniform Distribution Class	DiscreteUniform
Show distr6 NEWS.md File	distr6News
Generalised Distribution Object	Distribution
Abstract DistributionDecorator Class	DistributionDecorator
Abstract DistributionWrapper Class	DistributionWrapper
Simulate from a Distribution	distrSimulate
Parse Distributions Represented as Strings	dparse
Helper Functionality for Constructing Distributions	dstr dstrs
Empirical Distribution Class	Empirical
EmpiricalMV Distribution Class	EmpiricalMV
Epanechnikov Kernel	Epanechnikov
Erlang Distribution Class	Erlang
Kurtosis Type	exkurtosisType
Exotic Statistical Methods Decorator	ExoticStatistics
Exponential Distribution Class	Exponential
'F' Distribution Class	FDistribution
Noncentral F Distribution Class	FDistributionNoncentral
Frechet Distribution Class	Frechet InverseWeibull
Imputed Pdf/Cdf/Quantile/Rand Functions Decorator	FunctionImputation
Gamma Distribution Class	Gamma
Generalised P-Norm	generalPNorm
Geometric Distribution Class	Geometric
Gompertz Distribution Class	Gompertz
Helper Functionality for Getting and Setting Distribution Parameters	gprm sprm
Gumbel Distribution Class	Gumbel
Huberize a Distribution	huberize
Distribution Huberization Wrapper	HuberizedDistribution
Hypergeometric Distribution Class	Hypergeometric
Inverse Gamma Distribution Class	InverseGamma
Abstract Kernel Class	Kernel
Laplace Distribution Class	Laplace
Get Number of Distributions in Vector Distribution	length.VectorDistribution
Superimpose Distribution Functions Plots for a distr6 Object	lines.Distribution
Lists Implemented Distribution Decorators	listDecorators
Lists Implemented Distributions	listDistributions
Lists Implemented Kernels	listKernels
Lists Implemented Distribution Wrappers	listWrappers
Logarithmic Distribution Class	Logarithmic
Logistic Distribution Class	Logistic
Logistic Kernel	LogisticKernel
Log-Logistic Distribution Class	Fisk Loglogistic
Log-Normal Distribution Class	Loggaussian Lognormal
De-Duplicate Distribution Names	makeUniqueDistributions
Matdist Distribution Class	Matdist
Mix Matrix Distributions into a new Matdist	mixMatrix
Mixture Distribution Wrapper	MixtureDistribution
Create Mixture Distribution From Multiple Vectors	mixturiseVector
Multinomial Distribution Class	Multinomial
Multivariate Normal Distribution Class	MultivariateNormal
Negative Binomial Distribution Class	NegativeBinomial
Normal Distribution Class	Gaussian Normal
Normal Kernel	NormalKernel
Pareto Distribution Class	Pareto
Plot Distribution Functions for a distr6 Object	plot.Distribution
Plotting Distribution Functions for a Matrix Distribution	plot.Matdist
Plotting Distribution Functions for a VectorDistribution	plot.VectorDistribution
Poisson Distribution Class	Poisson
Product Distribution Wrapper	*.Distribution ProductDistribution
Quantile-Quantile Plots for distr6 Objects	qqplot
Quartic Kernel	Quartic
Rayleigh Distribution Class	Rayleigh
Replicate Distribution into Vector, Mixture, or Product	rep.Distribution
Abstract Special Distribution Class	SDistribution
Shifted Log-Logistic Distribution Class	ShiftedLoglogistic
Sigmoid Kernel	Sigmoid
Silverman Kernel	Silverman
Sample Empirical Distribution Without Replacement	simulateEmpiricalDistribution
Skewness Type	skewType
Student's T Distribution Class	StudentT
Noncentral Student's T Distribution Class	StudentTNoncentral
assert/check/test/Continuous	assertContinuous checkContinuous testContinuous
assert/check/test/Discrete	assertDiscrete checkDiscrete testDiscrete
assert/check/test/Distribution	assertDistribution checkDistribution testDistribution
assert/check/test/DistributionList	assertDistributionList checkDistributionList testDistributionList
assert/check/test/Leptokurtic	assertLeptokurtic checkLeptokurtic testLeptokurtic
assert/check/test/Matrixvariate	assertMatrixvariate checkMatrixvariate testMatrixvariate
assert/check/test/Mesokurtic	assertMesokurtic checkMesokurtic testMesokurtic
assert/check/test/Mixture	assertMixture checkMixture testMixture
assert/check/test/Multivariate	assertMultivariate checkMultivariate testMultivariate
assert/check/test/NegativeSkew	assertNegativeSkew checkNegativeSkew testNegativeSkew
assert/check/test/NoSkew	assertNoSkew checkNoSkew testNoSkew
assert/check/test/ParameterSet	assertParameterSet checkParameterSet testParameterSet
assert/check/test/ParameterSetList	assertParameterSetList checkParameterSetList testParameterSetList
assert/check/test/Platykurtic	assertPlatykurtic checkPlatykurtic testPlatykurtic
assert/check/test/PositiveSkew	assertPositiveSkew checkPositiveSkew testPositiveSkew
assert/check/test/Symmetric	assertSymmetric checkSymmetric testSymmetric
assert/check/test/Univariate	assertUnivariate checkUnivariate testUnivariate
Triangular Distribution Class	SymmetricTriangular Triangular
Triangular Kernel	TriangularKernel
Tricube Kernel	Tricube
Triweight Kernel	Triweight
Truncate a Distribution	truncate
Distribution Truncation Wrapper	TruncatedDistribution
Uniform Distribution Class	Uniform
Uniform Kernel	UniformKernel
Vectorise Distributions	VectorDistribution
Wald Distribution Class	InverseGaussian InverseNormal Wald
Weibull Distribution Class	Weibull
WeightedDiscrete Distribution Class	WeightedDiscrete

Package: distr6 1.8.4

distr6: The Complete R6 Probability Distributions Interface

Citation

Development and contributors

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)