This package is considered a duplicate. The official version of this package is found at:https://tsuchiya-lab.r-universe.dev/dsdp

Package: dsdp 0.1.1

Satoshi Kakihara

dsdp: Density Estimation with Semidefinite Programming

The models of probability density functions are Gaussian or exponential distributions with polynomial correction terms. Using a maximum likelihood method, 'dsdp' computes parameters of Gaussian or exponential distributions together with degrees of polynomials by a grid search, and coefficient of polynomials by a variant of semidefinite programming. It adopts Akaike Information Criterion for model selection. See a vignette for a tutorial and more on our 'Github' repository <https://github.com/tsuchiya-lab/dsdp/>.

Authors:Satoshi Kakihara [aut, cre], Takashi Tsuchiya [aut]

dsdp_0.1.1.tar.gz
dsdp_0.1.1.tar.gz(r-4.5-noble)dsdp_0.1.1.tar.gz(r-4.4-noble)
dsdp_0.1.1.tgz(r-4.4-emscripten)dsdp_0.1.1.tgz(r-4.3-emscripten)
dsdp.pdf |dsdp.html✨
dsdp/json (API)
NEWS

# Install 'dsdp' in R:

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

Bug tracker:https://github.com/tsuchiya-lab/dsdp/issues

Pkgdown site:https://tsuchiya-lab.github.io

Uses libs:

openblas– Optimized BLAS
fortran– Runtime library for GNU Fortran applications

Datasets:

mix2gauss - Datasets of Mixture of 2 Gaussian Distributions
mix2gaussHist - Dataset of Mixture of 2 Gaussian Distributions: Histogram version
mix3gauss - Datasets of Mixture of 3 Gaussian Distributions
mixExpGammaHist - Dataset of Mixture of Exponential Distribution and Gamma Distribution: Histogram Version
mixexpgamma - Dataset of Mixture of Exponential Distribution and Gamma Distribution

fortran openblas

2.70 score 2 scripts 153 downloads 24 exports 28 dependencies

Last updated 2 years agofrom:53f709d862. Checks:OK: 1 WARNING: 1. Indexed: no.

Target	Result	Date
Doc / Vignettes	OK	Dec 24 2024
R-4.5-linux-x86_64	WARNING	Dec 24 2024

Exports:cdf_expmodel cdf_gaussmodel databinning datastats estimate eval_poly exp_est expmodel func gauss_est gaussmodel histmean igamma igammac mix2gauss_fun mix2gauss_gen mix3gauss_fun mix3gauss_gen mixexpgamma_fun mixexpgamma_gen pdf_expmodel pdf_gaussmodel polyaxb printf

Dependencies:cli colorspace fansi farver ggplot2 glue gtable isoband labeling lattice lifecycle magrittr MASS Matrix mgcv munsell nlme pillar pkgconfig R6 RColorBrewer rlang scales tibble utf8 vctrs viridisLite withr

A Tutorial for dsdp

Satoshi Kakihara^[National Graduate Institute for Policy Studies, [email protected]], Takashi Tsuchiya^[National Graduate Institute for Policy Studies, [email protected]]

Rendered fromTutorial.Rmdusingknitr::rmarkdownon Dec 24 2024.

Last update: 2022-12-05
Started: 2022-12-05

Help page	Topics
Cumulative distribution function of Expomemtial-based model	cdf_expmodel
Cumulative distribution function of Gaussian-based model	cdf_gaussmodel
Reduce a data set to representatives of bins and their frequencies	databinning
Compute the mean and the standard deviation of a data set	datastats
dsdp: Density Estimation using Semidefinite Programming	dsdp
Generic Method for estimation	estimate
Estimate Exponential-based model 'expmodel'	estimate.expmodel
Estimate Gaussian-based model 'gaussmodel'	estimate.gaussmodel
Evaluate a polynomial	eval_poly
Estimate coefficients of a polynomial in Exponential-based Model	exp_est
Constructor for S3 class 'expmodel'	expmodel
Generic Method for evaluate the estimate	func
Return the evaluation of a vector with Exponential-based model	func.expmodel
Return the evaluation of a vector with Gaussian-based model	func.gaussmodel
Estimate coefficients of a polynomial in Gaussian-based model	gauss_est
Constructor for S3 class 'gaussmodel'	gaussmodel
Compute the mean of a data set	histmean
Incomplete Gamma Function	igamma
Complementary Incomplete Gamma Function	igammac
Datasets of Mixture of 2 Gaussian Distributions	mix2gauss
A density function of mixed Gaussian distributions	mix2gauss_fun
Generate mixed Gaussian random numbers	mix2gauss_gen
Dataset of Mixture of 2 Gaussian Distributions: Histogram version	mix2gaussHist
Datasets of Mixture of 3 Gaussian Distributions	mix3gauss
A density function of mixed gaussian distribution	mix3gauss_fun
Generate Mixed Gaussian Random Numbers	mix3gauss_gen
Dataset of Mixture of Exponential Distribution and Gamma Distribution	mixexpgamma
A density function of Mixed Exponential and Gamma Distributions	mixexpgamma_fun
Generate random numbers of Mixed Exponential and Gamma Distributions	mixexpgamma_gen
Dataset of Mixture of Exponential Distribution and Gamma Distribution: Histogram Version	mixExpGammaHist
Probability density function of Exponential-based model	pdf_expmodel
Probability density function of Gaussian-based model	pdf_gaussmodel
Plot a histogram and estimated densities/distributions of Exponential-based model object	plot.expmodel
Plot a histogram and estimated densities/distributions of Gaussian-based model object	plot.gaussmodel
Substitute a coefficient of polynomial	polyaxb
printf	printf
Summary of Exponential-based 'expmodel' object.	summary.expmodel
Summary of Gaussian-based model 'gaussmodel' object	summary.gaussmodel

Package: dsdp 0.1.1

dsdp: Density Estimation with Semidefinite Programming

A Tutorial for dsdp

Citation

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)