Package: PPSFS 0.1.0

Zengchao Xu

PPSFS: Partial Profile Score Feature Selection in High-Dimensional Generalized Linear Interaction Models

This is an implementation of the partial profile score feature selection (PPSFS) approach to generalized linear (interaction) models. The PPSFS is highly scalable even for ultra-high-dimensional feature space. See the paper by Xu, Luo and Chen (2021, <doi:10.4310/21-SII706>).

Authors:Zengchao Xu [aut, cre], Shan Luo [aut], Zehua Chen [aut]

PPSFS_0.1.0.tar.gz
PPSFS_0.1.0.tar.gz(r-4.5-noble)PPSFS_0.1.0.tar.gz(r-4.4-noble)
PPSFS_0.1.0.tgz(r-4.4-emscripten)PPSFS_0.1.0.tgz(r-4.3-emscripten)
PPSFS.pdf |PPSFS.html✨
PPSFS/json (API)
NEWS

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

Bug tracker:https://github.com/paradoxical-rhapsody/ppsfs/issues0 issues

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

On CRAN:

Conda:

openblascpp

1.70 score 149 downloads 2 exports 9 dependencies

Last updated 3 years agofrom:30b1722fc4. Checks:1 OK, 2 NOTE. Indexed: no.

TargetResultLatest binary
Doc / VignettesOKMar 28 2025
R-4.5-linux-x86_64NOTEMar 28 2025
R-4.4-linux-x86_64NOTEMar 28 2025

Exports:ppsfsppsfsi

Dependencies:brglm2enrichwithlatticeMASSMatrixnnetnumDerivRcppRcppArmadillo

Citation

To cite package ‘PPSFS’ in publications use:

Xu Z, Luo S, Chen Z (2022). PPSFS: Partial Profile Score Feature Selection in High-Dimensional Generalized Linear Interaction Models. R package version 0.1.0, https://CRAN.R-project.org/package=PPSFS.

Corresponding BibTeX entry: 

  @Manual{,
    title = {PPSFS: Partial Profile Score Feature Selection in
      High-Dimensional Generalized Linear Interaction Models},
    author = {Zengchao Xu and Shan Luo and Zehua Chen},
    year = {2022},
    note = {R package version 0.1.0},
    url = {https://CRAN.R-project.org/package=PPSFS},
  }

Readme and manuals

PPSFS: Partial Profile Score Feature Selection

Installation

install.packages("PPSFS")

or

library(remotes)
install_git("https://github.com/paradoxical-rhapsody/PPSFS.git")

Reference

Z. Xu, S. Luo and Z. Chen (2022). Partial profile score feature selection in high-dimensional generalized linear interaction models