Package: KSD 1.0.1

KSD: Goodness-of-Fit Tests using Kernelized Stein Discrepancy

An adaptation of Kernelized Stein Discrepancy, this package provides a goodness-of-fit test of whether a given i.i.d. sample is drawn from a given distribution. It works for any distribution once its score function (the derivative of log-density) can be provided. This method is based on "A Kernelized Stein Discrepancy for Goodness-of-fit Tests and Model Evaluation" by Liu, Lee, and Jordan, available at <arxiv:1602.03253>.

Authors:Min Hyung Kang [aut, cre], Qiang Liu [aut]

KSD_1.0.1.tar.gz
KSD_1.0.1.zip(r-4.5)KSD_1.0.1.zip(r-4.4)KSD_1.0.1.zip(r-4.3)
KSD_1.0.1.tgz(r-4.4-any)KSD_1.0.1.tgz(r-4.3-any)
KSD_1.0.1.tar.gz(r-4.5-noble)KSD_1.0.1.tar.gz(r-4.4-noble)
KSD_1.0.1.tgz(r-4.4-emscripten)KSD_1.0.1.tgz(r-4.3-emscripten)
KSD.pdf |KSD.html
KSD/json (API)
NEWS

# Install 'KSD' in R:
install.packages('KSD', repos = c('https://minhyung-kang.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/minhyung-kang/ksd/issues

On CRAN:

3.04 score 11 scripts 159 downloads 2 mentions 14 exports 15 dependencies

Last updated 4 years agofrom:5d21faf67f. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 08 2024
R-4.5-winOKNov 08 2024
R-4.5-linuxOKNov 08 2024
R-4.4-winOKNov 08 2024
R-4.4-macOKNov 08 2024
R-4.3-winOKNov 08 2024
R-4.3-macOKNov 08 2024

Exports:demo_gmmdemo_gmm_multidemo_irisdemo_normal_performancedemo_simple_gammademo_simple_gaussiangmmKSDlikelihoodgmmperturbgmmplotgmmposteriorgmmrgmmscorefunctiongmm

Dependencies:clicodetoolscpp11crayongluelifecyclelobstrmagrittrprettyunitspryrRcpprlangstringistringrvctrs