Package: HTT 0.1.2

HTT: Hypothesis Testing Tree

A novel decision tree algorithm in the hypothesis testing framework. The algorithm examines the distribution difference between two child nodes over all possible binary partitions. The test statistic of the hypothesis testing is equivalent to the generalized energy distance, which enables the algorithm to be more powerful in detecting the complex structure, not only the mean difference. It is applicable for numeric, nominal, ordinal explanatory variables and the response in general metric space of strong negative type. The algorithm has superior performance compared to other tree models in type I error, power, prediction accuracy, and complexity.

Authors:Jiaqi Hu [cre, aut], Zhe Gao [aut], Bo Zhang [aut], Xueqin Wang [aut]

HTT_0.1.2.tar.gz
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HTT_0.1.2.tgz(r-4.4-x86_64)HTT_0.1.2.tgz(r-4.4-arm64)HTT_0.1.2.tgz(r-4.3-x86_64)HTT_0.1.2.tgz(r-4.3-arm64)
HTT_0.1.2.tar.gz(r-4.5-noble)HTT_0.1.2.tar.gz(r-4.4-noble)
HTT_0.1.2.tgz(r-4.4-emscripten)HTT_0.1.2.tgz(r-4.3-emscripten)
HTT.pdf |HTT.html
HTT/json (API)
NEWS

# Install 'HTT' in R:
install.packages('HTT', repos = c('https://jiaqihu2021.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • ENB - Energy efficiency dataset

On CRAN:

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

2.00 score 2 scripts 183 downloads 3 exports 53 dependencies

Last updated 2 years agofrom:66eabc2fc1. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 09 2024
R-4.5-win-x86_64OKOct 09 2024
R-4.5-linux-x86_64OKOct 09 2024
R-4.4-win-x86_64OKOct 09 2024
R-4.4-mac-x86_64OKOct 09 2024
R-4.4-mac-aarch64OKOct 09 2024
R-4.3-win-x86_64OKOct 09 2024
R-4.3-mac-x86_64OKOct 09 2024
R-4.3-mac-aarch64OKOct 09 2024

Exports:HTThtt_controlprintsplit

Dependencies:cachemclicolorspacecpp11dplyrfansifarverfastmapgenericsggforceggplot2ggraphggrepelgluegraphlayoutsgridExtragtableigraphisobandlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmunsellnlmepillarpkgconfigpolyclippurrrR6RColorBrewerRcppRcppArmadilloRcppEigenrlangscalesstringistringrsystemfontstibbletidygraphtidyrtidyselecttweenrutf8vctrsviridisviridisLitewithr

HTT: Hypothesis Testing Tree

Rendered fromIntro.Rmdusingknitr::rmarkdownon Oct 09 2024.

Last update: 2023-03-12
Started: 2022-12-01