fseval

fseval: A Benchmarking Framework for Feature Selection and Feature Ranking Algorithms - Published in JOSS (2022)

Science Score: 98.0%

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

✓
CITATION.cff file
Found CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
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DOI references
Found 7 DOI reference(s) in README and JOSS metadata
✓
Academic publication links
Links to: joss.theoj.org, zenodo.org
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Committers with academic emails
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Institutional organization owner
✓
JOSS paper metadata
Published in Journal of Open Source Software

Keywords

automl benchmarking benchmarking-framework benchmarks feature-rankers feature-ranking feature-selection hydra machine-learning python scikit-learn wandb

Keywords from Contributors

mesh

Scientific Fields

Mathematics Computer Science - 84% confidence

Last synced: 4 months ago · JSON representation ·

Repository

Benchmarking framework for Feature Selection and Feature Ranking algorithms 🚀

Basic Info

Host: GitHub
Owner: dunnkers
License: mit
Language: Python
Default Branch: master
Homepage: https://dunnkers.com/fseval
Size: 23.6 MB

Statistics

Stars: 19
Watchers: 2
Forks: 6
Open Issues: 0
Releases: 16

Topics

automl benchmarking benchmarking-framework benchmarks feature-rankers feature-ranking feature-selection hydra machine-learning python scikit-learn wandb

Created over 5 years ago · Last pushed over 2 years ago

Metadata Files

Readme Contributing License Code of conduct Citation

fseval

PyPI - Python Version PyPI - License

Benchmarking framework for Feature Selection and Feature Ranking algorithms 🚀

Demo

Install

Installation through PyPi ^{_{⭐️ RECOMMENDED OPTION}}

shell pip install fseval
Installation from source

shell git clone https://github.com/dunnkers/fseval.git cd fseval pip install -r requirements.txt pip install .

You can now import fseval import fseval in your Python code, or use the fseval command in your terminal. For an example, run fseval --help. For more information, see the documentation link below ⌄.

Documentation

See the documentation.

About

Built at the University of Groningen and published in The Journal of Open Source Software (JOSS): - https://joss.theoj.org/papers/10.21105/joss.04611

Project has some early roots in another project, which is a feature selection algorithm called FeatBoost (see full citation below).

A. Alsahaf, N. Petkov, V. Shenoy, G. Azzopardi, "A framework for feature selection through boosting", Expert Systems with Applications, Volume 187, 2022, 115895, ISSN 0957-4174, https://doi.org/10.1016/j.eswa.2021.115895. The open source Python code of FeatBoost is available in https://github.com/amjams/FeatBoost.

2023 — Jeroen Overschie

Owner

Name: Jeroen Overschie
Login: dunnkers
Kind: user
Location: Amsterdam
Company: @Xebia @GoDataDriven

Website: https://jeroenoverschie.nl/
Repositories: 30
Profile: https://github.com/dunnkers

Machine Learning Engineer @ Xebia. Obtained a MSc Data Science and Systems Complexity at the University of Groningen.

JOSS Publication

fseval: A Benchmarking Framework for Feature Selection and Feature Ranking Algorithms

Published

November 23, 2022

DOI

10.21105/joss.04611

Volume 7, Issue 79, Page 4611

Authors

Jeroen G. S. Overschie

Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, P.O. Box 407, 9700 AK Groningen, The Netherlands

Ahmad Alsahaf

Department of Biomedical Sciences of Cells and Systems, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands

George Azzopardi

Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, P.O. Box 407, 9700 AK Groningen, The Netherlands

Editor

Patrick Diehl

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use fseval, please cite it as below."
authors:
- family-names: "Overschie"
  given-names: "Jeroen Gerard Sebastiaan"
  orcid: "https://orcid.org/0000-0003-3304-3800"
- family-names: "Alsahaf"
  given-names: "Ahmad"
  orcid: "https://orcid.org/0000-0002-0770-1390"
- family-names: "Azzopardi"
  given-names: "George"
  orcid: "https://orcid.org/0000-0001-6552-2596"
title: "fseval"
version: 3.1.0
doi: 10.21105/joss.04611
date-released: 2022-11-23
url: "https://joss.theoj.org/papers/10.21105/joss.04611"
preferred-citation:
  type: article
  authors:
  - family-names: "Overschie"
    given-names: "Jeroen Gerard Sebastiaan"
    orcid: "https://orcid.org/0000-0003-3304-3800"
  - family-names: "Alsahaf"
    given-names: "Ahmad"
    orcid: "https://orcid.org/0000-0002-0770-1390"
  - family-names: "Azzopardi"
    given-names: "George"
    orcid: "https://orcid.org/0000-0001-6552-2596"
  doi: "10.21105/joss.04611"
  journal: "Journal of Open Source Software"
  month: 11
  start: 1
  end: 5
  title: "fseval: A Benchmarking Framework for Feature Selection and Feature Ranking Algorithms"
  volume: 7
  number: 79
  publisher: "The Open Journal"
  pages: 4611
  year: 2022

GitHub Events

Total

Watch event: 1

Last Year

Watch event: 1

Committers

Last synced: 5 months ago

All Time

Total Commits: 409
Total Committers: 4
Avg Commits per committer: 102.25
Development Distribution Score (DDS): 0.037

Past Year

Commits: 0
Committers: 0
Avg Commits per committer: 0.0
Development Distribution Score (DDS): 0.0

Top Committers

Name	Email	Commits
Jeroen Overschie	j**e@g**m	394
dependabot[bot]	4****]	11
George Azzopardi	g****o	2
AJ	a**f@g**m	2

Issues and Pull Requests

Last synced: 4 months ago

All Time

Total issues: 55
Total pull requests: 38
Average time to close issues: about 1 month
Average time to close pull requests: 9 days
Total issue authors: 1
Total pull request authors: 7
Average comments per issue: 0.36
Average comments per pull request: 0.97
Merged pull requests: 32
Bot issues: 0
Bot pull requests: 16

Past Year

Issues: 0
Pull requests: 0
Average time to close issues: N/A
Average time to close pull requests: N/A
Issue authors: 0
Pull request authors: 0
Average comments per issue: 0
Average comments per pull request: 0
Merged pull requests: 0
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

dunnkers (55)

Pull Request Authors

dunnkers (18)
dependabot[bot] (15)
lgtm-com[bot] (1)
geazzo (1)
xuanxu (1)
amjams (1)
danielskatz (1)

Top Labels

Issue Labels

enhancement (12) bug (5) documentation (2) mustfix (1) question (1)

Pull Request Labels

dependencies (15) javascript (9)

Packages

Total packages: 1
Total downloads:
- pypi 30 last-month

Total dependent packages: 0
Total dependent repositories: 1
Total versions: 12
Total maintainers: 1

pypi.org: fseval

Benchmarking framework for Feature Selection and Feature Ranking algorithms 🚀

Homepage: https://github.com/dunnkers/fseval
Documentation: https://dunnkers.com/fseval
License: MIT
Latest release: 3.1.0
published about 3 years ago

Versions: 12
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 30 Last month

Rankings

Dependent packages count: 7.3%

Forks count: 13.3%

Stargazers count: 15.2%

Average: 17.2%

Dependent repos count: 22.1%

Downloads: 27.9%

Maintainers (1)

dunnkers

Last synced: 4 months ago

Dependencies

website/package.json npm

@docusaurus/module-type-aliases ^2.0.0-beta.15 development
@tsconfig/docusaurus ^1.0.4 development
asciinema-player ^3.0.0-rc.1 development
typescript ^4.5.5 development
@docusaurus/core ^2.0.0-beta.15
@docusaurus/plugin-google-gtag ^2.0.0-beta.15
@docusaurus/preset-classic ^2.0.0-beta.15
@mdx-js/react ^1.6.21
clsx ^1.1.1
prism-react-renderer ^1.2.1
raw-loader ^4.0.2
react ^17.0.1
react-complex-tree ^1.1.3
react-dom ^17.0.1

website/yarn.lock npm

1042 dependencies

requirements.txt pypi

Boruta >=0.3
PyYAML >=6
SQLAlchemy >=1
dataclasses >=0.6
humanfriendly >=9
hydra-colorlog >=1.1
hydra-core >=1.1
l2x-synthetic >=2
numpy >=1.19
openml >=0.12
overrides >=6
pandas >=1
pytest-dependency *
scikit-learn >=0.24
scipy >=1.5
shortuuid >=1.0
skfeature-chappers >=1.0
skrebate >=0.62
types-PyYAML >=6
types-dataclasses >=0.6
wandb >=0.12
xgboost >=1

setup.py pypi

SQLAlchemy >=1
humanfriendly >=9
hydra-colorlog >=1.1.0
hydra-core >=1.1.0
numpy >=1.19
overrides >=6
pandas >=1.1
scikit-learn >=0.24
shortuuid >=1.0

.github/workflows/python-app.yml actions

actions/checkout v2 composite
actions/setup-python v2 composite
codecov/codecov-action v2.1.0 composite

.github/workflows/python-publish.yml actions

actions/checkout v2 composite
actions/setup-python v2 composite

.devcontainer/Dockerfile docker

mcr.microsoft.com/vscode/devcontainers/python 3.9 build

.devcontainer/requirements.txt pypi

black * development
mypy ==0.982 development
pytest * development
pytest-cov * development

examples/comparing-feature-selectors/requirements.txt pypi

Boruta >=0.3
fseval *
skrebate >=0.62
xgboost >=1

fseval

Science Score: 98.0%

Keywords

Keywords from Contributors

Scientific Fields

Repository

Basic Info

Statistics

Topics

Metadata Files

README.md

fseval

Demo

Install

Documentation

About

Owner

JOSS Publication

fseval: A Benchmarking Framework for Feature Selection and Feature Ranking Algorithms

Authors

Editor

Tags

Citation (CITATION.cff)

GitHub Events

Total

Last Year

Committers

All Time

Past Year

Top Committers

Issues and Pull Requests

All Time

Past Year

Top Authors

Issue Authors

Pull Request Authors

Top Labels

Issue Labels

Pull Request Labels

Packages

pypi.org: fseval

Rankings

Maintainers (1)

Dependencies