fmradio

Factor Modeling for radiomics

https://github.com/cfwp/fmradio

Science Score: 10.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
  • .zenodo.json file
  • DOI references
  • Academic publication links
    Links to: arxiv.org
  • Committers with academic emails
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (11.8%) to scientific vocabulary

Keywords

factor-analysis machine-learning radiomics
Last synced: 6 months ago · JSON representation

Repository

Factor Modeling for radiomics

Basic Info
  • Host: GitHub
  • Owner: CFWP
  • Language: R
  • Default Branch: master
  • Size: 166 KB
Statistics
  • Stars: 11
  • Watchers: 2
  • Forks: 4
  • Open Issues: 0
  • Releases: 0
Topics
factor-analysis machine-learning radiomics
Created almost 7 years ago · Last pushed 6 months ago
Metadata Files
Readme

README.md

FMradio

Project Status: Active - The project has reached a stable, usable state and is being actively developed. CRAN version CRAN RStudio mirror downloads Total CRAN downloads

FMradio

The R-package FMradio supports stable prediction and classification with radiomics data through factor-analytic modeling. This support can be invoked irrespective of the imaging modality (such as, e.g., MRI, PET, CT) used to produce the radiomics data.

Installation

If you wish to install the latest version of FMradio directly from the master branch here at GitHub, run

```R

install.packages("devtools") # Uncomment if devtools is not installed

devtools::install_github("CFWP/FMradio") ``` Be sure that you have the package development prerequisites if you wish to install the package from the source.

Manual and other documentation

  • A pdf-version of the manual can be found here.

  • The R-script used to produce the simulations and results contained in Peeters, C.F.W., et al. (2019) [see references below] can be found here.

References

Relevant publications to FMradio include:

  1. Peeters, C.F.W. (2025). "FMradio: Factor modeling for radiomic data". R package, version 1.1.2
  2. Peeters, C.F.W., et al. (2019) "Stable prediction with radiomics data". arXiv:1903.11696 [stat.ML]

Owner

  • Name: Carel F.W. Peeters
  • Login: CFWP
  • Kind: user
  • Location: Wageningen
  • Company: Wageningen University & Research

Statistician specializing in multivariate and high-dimensional statistical learning

GitHub Events

Total
  • Push event: 3
Last Year
  • Push event: 3

Committers

Last synced: almost 3 years ago

All Time
  • Total Commits: 46
  • Total Committers: 2
  • Avg Commits per committer: 23.0
  • Development Distribution Score (DDS): 0.022
Top Committers
Name Email Commits
CFWP c****s@v****l 45
kevin k****n@B****d 1
Committer Domains (Top 20 + Academic)

Packages

  • Total packages: 1
  • Total downloads:
    • cran 211 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 3
  • Total maintainers: 1
cran.r-project.org: FMradio

Factor Modeling for Radiomics Data

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 211 Last month
Rankings
Forks count: 14.9%
Stargazers count: 17.0%
Dependent packages count: 29.8%
Average: 33.2%
Dependent repos count: 35.5%
Downloads: 69.1%
Maintainers (1)
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • R >= 2.15.1 depends
  • Biobase * imports
  • MASS * imports
  • expm * imports
  • ggplot2 * imports
  • graphics * imports
  • reshape * imports
  • stats * imports