Package: ODRF 0.0.4.9002

ODRF: Oblique Decision Random Forest for Classification and Regression

The oblique decision tree (ODT) uses linear combinations of predictors as partitioning variables in a decision tree. Oblique Decision Random Forest (ODRF) is an ensemble of multiple ODTs generated by feature bagging. Oblique Decision Boosting Tree (ODBT) applies feature bagging during the training process of ODT-based boosting trees to ensemble multiple boosting trees. All three methods can be used for classification and regression, and ODT and ODRF serve as supplements to the classical CART of Breiman (1984) <doi:10.1201/9781315139470> and Random Forest of Breiman (2001) <doi:10.1023/A:1010933404324> respectively.

Authors:Yu Liu [aut, cre, cph], Yingcun Xia [aut]

ODRF_0.0.4.9002.tar.gz
ODRF_0.0.4.9002.zip(r-4.5)ODRF_0.0.4.9002.zip(r-4.4)ODRF_0.0.4.9002.zip(r-4.3)
ODRF_0.0.4.9002.tgz(r-4.5-x86_64)ODRF_0.0.4.9002.tgz(r-4.5-arm64)ODRF_0.0.4.9002.tgz(r-4.4-x86_64)ODRF_0.0.4.9002.tgz(r-4.4-arm64)ODRF_0.0.4.9002.tgz(r-4.3-x86_64)ODRF_0.0.4.9002.tgz(r-4.3-arm64)
ODRF_0.0.4.9002.tar.gz(r-4.5-noble)ODRF_0.0.4.9002.tar.gz(r-4.4-noble)
ODRF_0.0.4.9002.tgz(r-4.4-emscripten)ODRF_0.0.4.9002.tgz(r-4.3-emscripten)
ODRF.pdf |ODRF.html
ODRF/json (API)
NEWS

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

Bug tracker:https://github.com/liuyu-star/odrf/issues

Pkgdown site:https://liuyu-star.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

cpp

5.10 score 7 stars 18 scripts 248 downloads 17 exports 26 dependencies

Last updated 6 months agofrom:863dfa0b0b. Checks:1 OK, 11 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 08 2025
R-4.5-win-x86_64NOTEMar 08 2025
R-4.5-mac-x86_64NOTEMar 08 2025
R-4.5-mac-aarch64NOTEMar 08 2025
R-4.5-linux-x86_64NOTEMar 08 2025
R-4.4-win-x86_64NOTEMar 08 2025
R-4.4-mac-x86_64NOTEMar 08 2025
R-4.4-mac-aarch64NOTEMar 08 2025
R-4.4-linux-x86_64NOTEMar 08 2025
R-4.3-win-x86_64NOTEMar 08 2025
R-4.3-mac-x86_64NOTEMar 08 2025
R-4.3-mac-aarch64NOTEMar 08 2025

Exports:%>%Accuracybest.cut.nodedefaultsODBTODRFODTonlineplot_ODT_depthPPOpruneRandRotRotMatMakeRotMatPPORotMatRandRotMatRFVarImp

Dependencies:clicodetoolsdoParallelforeachFormulaglmnetglueinumiteratorslatticelibcoinlifecyclemagrittrMASSMatrixmvtnormnnetpartykitPursuitRcppRcppArmadilloRcppEigenrlangrpartshapesurvival

Oblique Decision Random Forest for Classification and Regression

Rendered fromOblique-Decision-Random-Forest.Rmdusingknitr::rmarkdownon Mar 08 2025.

Last update: 2023-02-27
Started: 2023-01-15