gema

A small Python 3 library to train Self Organizing Maps and use them to classify patterns.

https://github.com/ufvceiec/gema

Science Score: 26.0%

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

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
  • DOI references
    Found 2 DOI reference(s) in README
  • Academic publication links
  • Committers with academic emails
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (8.3%) to scientific vocabulary

Keywords

kohonen python-library self-organizing-map
Last synced: 6 months ago · JSON representation

Repository

A small Python 3 library to train Self Organizing Maps and use them to classify patterns.

Basic Info
  • Host: GitHub
  • Owner: ufvceiec
  • License: gpl-3.0
  • Language: Python
  • Default Branch: master
  • Homepage:
  • Size: 620 KB
Statistics
  • Stars: 25
  • Watchers: 4
  • Forks: 8
  • Open Issues: 0
  • Releases: 1
Topics
kohonen python-library self-organizing-map
Created about 7 years ago · Last pushed over 1 year ago
Metadata Files
Readme License

README.md

GEMA

GEMA is a Python library which can be used to develop and train Self-Organizing Maps (SOMs). It also allows users to classify new individuals, obtain reports and visualize the information with interactive graphs. mailing-list: gema-som@googlegroups.com NOTE: GEMA has only been implemented in Python 3.0

Installation

Gema is now available on pip and conda: - Pip: pip install GEMA - Conda (for now only for Windows x64): conda install -c ceiecadmin gema

Usage instructions

For usage instructions refer to: Wiki

Requirements:

  • NumPy
  • tqdm
  • Pandas
  • matplotlib
  • Plotly
  • scikit-learn
  • scipy
  • numba
  • imageio

Contact

  • Responsible: Alberto Nogales alberto.nogales@ceiec.es
  • Supervisors: Alberto Nogales, Álvaro José García-Tejedor
  • Main developers: Adrián Prieto, Gonzalo de las Heras de Matías, Antonio Pérez Morales
  • Contributors: Santiago Donaher Naranjo, Afonso Reis (Instituto Superior Técnico in Lisbon)

Under license of CEIEC http://www.ceiec.es

Cite it as:

García-Tejedor, Álvaro José, and Alberto Nogales. 2022. “An Open-Source Python Library for Self-Organizing-Maps.” Software Impacts 12. https://doi.org/10.1016/j.simpa.2022.100280.

Owner

  • Name: CEIEC
  • Login: ufvceiec
  • Kind: organization
  • Email: ceiec.info@ceiec.es
  • Location: Pozuelo de Alarcón (Spain)

GitHub Events

Total
  • Watch event: 4
Last Year
  • Watch event: 4

Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 29
  • Total Committers: 5
  • Avg Commits per committer: 5.8
  • Development Distribution Score (DDS): 0.414
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Antonio a****e@g****m 17
albertoceiec 3****c 6
Gonzalo de las Heras de Matías g****5@h****s 3
CEIEC 4****n 2
Gonzalo-MAC g****o@M****l 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 0
  • Total pull requests: 1
  • Average time to close issues: N/A
  • Average time to close pull requests: 10 days
  • Total issue authors: 0
  • Total pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
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
Top Authors
Issue Authors
Pull Request Authors
  • AfonsoReis10 (2)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 98 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 2
  • Total versions: 9
  • Total maintainers: 1
pypi.org: gema

A library to build and study Self-Organizing-Maps

  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 2
  • Downloads: 98 Last month
Rankings
Dependent packages count: 10.0%
Dependent repos count: 11.6%
Forks count: 11.9%
Stargazers count: 13.3%
Average: 14.8%
Downloads: 27.2%
Maintainers (1)
Last synced: 6 months ago

Dependencies

requirements.txt pypi
  • matplotlib *
  • numpy *
  • pandas *
  • plotly *
  • tqdm *