Package: MonotonicityTest 1.0

MonotonicityTest: Nonparametric Bootstrap Test for Regression Monotonicity

Implements nonparametric bootstrap tests for detecting monotonicity in regression functions from Hall, P. and Heckman, N. (2000) <doi:10.1214/aos/1016120363> Includes tools for visualizing results using Nadaraya-Watson kernel regression and supports efficient computation with 'C++'.

Authors:Dylan Huynh [aut, cre]

MonotonicityTest_1.0.tar.gz
MonotonicityTest_1.0.zip(r-4.5)MonotonicityTest_1.0.zip(r-4.4)MonotonicityTest_1.0.zip(r-4.3)
MonotonicityTest_1.0.tgz(r-4.4-x86_64)MonotonicityTest_1.0.tgz(r-4.4-arm64)MonotonicityTest_1.0.tgz(r-4.3-x86_64)MonotonicityTest_1.0.tgz(r-4.3-arm64)
MonotonicityTest_1.0.tar.gz(r-4.5-noble)MonotonicityTest_1.0.tar.gz(r-4.4-noble)
MonotonicityTest_1.0.tgz(r-4.4-emscripten)MonotonicityTest_1.0.tgz(r-4.3-emscripten)
MonotonicityTest.pdf |MonotonicityTest.html
MonotonicityTest/json (API)

# Install 'MonotonicityTest' in R:
install.packages('MonotonicityTest', repos = c('https://baolong281.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/baolong281/monotonicitytest/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On CRAN:

cppopenmp

3.48 score 2 scripts 2 exports 30 dependencies

Last updated 15 days agofrom:a6c0a38feb. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 18 2025
R-4.5-win-x86_64OKJan 18 2025
R-4.5-linux-x86_64OKJan 18 2025
R-4.4-win-x86_64OKJan 18 2025
R-4.4-mac-x86_64OKJan 18 2025
R-4.4-mac-aarch64OKJan 18 2025
R-4.3-win-x86_64OKJan 18 2025
R-4.3-mac-x86_64OKJan 18 2025
R-4.3-mac-aarch64OKJan 18 2025

Exports:create_kernel_plotmonotonicity_test

Dependencies:clicolorspacefansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerRcppRcppEigenrlangscalestibbleutf8vctrsviridisLitewithr

Readme and manuals

Help Manual

Help pageTopics
Generate Kernel Plotcreate_kernel_plot
Perform Monotonicity Testmonotonicity_test