mosmafs

Multi-Objective Simultaneous Model and Feature Selection

https://github.com/slds-lmu/mosmafs

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
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (8.5%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Multi-Objective Simultaneous Model and Feature Selection

Basic Info
  • Host: GitHub
  • Owner: slds-lmu
  • License: other
  • Language: R
  • Default Branch: mosmafs-package
  • Size: 124 MB
Statistics
  • Stars: 8
  • Watchers: 10
  • Forks: 2
  • Open Issues: 6
  • Releases: 0
Created over 7 years ago · Last pushed over 3 years ago
Metadata Files
Readme License

README.md

MOSMaFS: Multi-Objective Simultaneous Model and Feature Selection

Travis build status Coverage CRAN Status Badge CRAN Downloads

Project Status

We are on CRAN! You can also read our paper on arxiv.

Installation

It is best to install the official version from CRAN. If you want to live on the edge, you can also install the github version, using remotes:

r remotes::install_github("slds-lmu/mosmafs", ref = "mosmafs-package")

Documentation

Citation

If mosmafs is useful for your research, please cite our paper:

Binder, Martin., Moosbauer, J. et al. "Model-Agnostic Approaches to Multi-Objective Simultaneous Hyperparameter Tuning and Feature Selection." arXiv preprint arXiv:1912.12912 (2019).

BibTex: @misc{binder2019multiobjective, title={Multi-Objective Hyperparameter Tuning and Feature Selection using Filter Ensembles}, author={Martin Binder and Julia Moosbauer and Janek Thomas and Bernd Bischl}, year={2019}, eprint={1912.12912}, archivePrefix={arXiv}, primaryClass={stat.ML} }

License

MIT License

Owner

  • Name: slds-lmu
  • Login: slds-lmu
  • Kind: organization

GitHub Events

Total
Last Year

Packages

  • Total packages: 1
  • Total downloads:
    • cran 243 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 1
  • Total versions: 4
  • Total maintainers: 1
cran.r-project.org: mosmafs

Multi-Objective Simultaneous Model and Feature Selection

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 243 Last month
Rankings
Forks count: 17.8%
Stargazers count: 19.8%
Dependent repos count: 25.5%
Average: 29.5%
Dependent packages count: 29.8%
Downloads: 54.7%
Maintainers (1)
Last synced: almost 3 years ago

Dependencies

DESCRIPTION cran
  • ecr >= 2.1.0 depends
  • BBmisc * imports
  • MASS * imports
  • ParamHelpers * imports
  • checkmate >= 1.9.0 imports
  • mlr * imports
  • mlrCPO >= 0.3.4 imports
  • parallelMap * imports
  • smoof * imports
  • DiceKriging * suggests
  • digest * suggests
  • emoa * suggests
  • ggplot2 * suggests
  • knitr * suggests
  • magrittr * suggests
  • mlrMBO * suggests
  • parallel * suggests
  • praznik * suggests
  • randomForest * suggests
  • rgenoud * suggests
  • rpart * suggests
  • testthat * suggests