Package: plde 0.1.2

JungJun Lee

plde: Penalized Log-Density Estimation Using Legendre Polynomials

We present a penalized log-density estimation method using Legendre polynomials with lasso penalty to adjust estimate's smoothness. Re-expressing the logarithm of the density estimator via a linear combination of Legendre polynomials, we can estimate parameters by maximizing the penalized log-likelihood function. Besides, we proposed an implementation strategy that builds on the coordinate decent algorithm, together with the Bayesian information criterion (BIC).

Authors:JungJun Lee, Jae-Hwan Jhong, Young-Rae Cho, SungHwan Kim, Ja-yong Koo

plde_0.1.2.tar.gz
plde_0.1.2.tar.gz(r-4.5-noble)plde_0.1.2.tar.gz(r-4.4-noble)
plde_0.1.2.tgz(r-4.4-emscripten)plde_0.1.2.tgz(r-4.3-emscripten)
plde.pdf |plde.html✨
plde/json (API)

# Install 'plde' in R:
install.packages('plde', repos = 'https://cloud.r-project.org')

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 118 downloads 12 exports 0 dependencies

Last updated 7 years agofrom:5d4a8a93ef. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 31 2025
R-4.5-linuxOKMar 31 2025
R-4.4-linuxOKMar 31 2025

Exports:basic_valuescompute_fittedcompute_lambdasfit_pldefit_plde_sublegendre_polynomialmin_q_lambdamodel_selectionpldeq_lambdasoft_thresholdingupdate

Dependencies:

Citation

To cite package ‘plde’ in publications use:

Lee J, Jhong J, Cho Y, Kim S, Koo J (2018). plde: Penalized Log-Density Estimation Using Legendre Polynomials. R package version 0.1.2, https://CRAN.R-project.org/package=plde.

ATTENTION: This citation information has been auto-generated from the package DESCRIPTION file and may need manual editing, see ‘help("citation")’.

Corresponding BibTeX entry: 

  @Manual{,
    title = {plde: Penalized Log-Density Estimation Using Legendre
      Polynomials},
    author = {JungJun Lee and Jae-Hwan Jhong and Young-Rae Cho and
      SungHwan Kim and Ja-yong Koo},
    year = {2018},
    note = {R package version 0.1.2},
    url = {https://CRAN.R-project.org/package=plde},
  }