reservoirnet

Experimental R interface for ReservoirPy

https://github.com/reservoirpy/reservoirr

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
  • Committers with academic emails
    4 of 6 committers (66.7%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (6.6%) to scientific vocabulary

Keywords

echo-state-networks esn machine-learning machine-learning-algorithms neural-network r recurrent-neural-networks reservoir reservoir-computing timeseries timeseries-analysis timeseries-forecasting
Last synced: 6 months ago · JSON representation

Repository

Experimental R interface for ReservoirPy

Basic Info
  • Host: GitHub
  • Owner: reservoirpy
  • License: gpl-3.0
  • Language: R
  • Default Branch: main
  • Homepage:
  • Size: 398 KB
Statistics
  • Stars: 6
  • Watchers: 4
  • Forks: 2
  • Open Issues: 1
  • Releases: 0
Topics
echo-state-networks esn machine-learning machine-learning-algorithms neural-network r recurrent-neural-networks reservoir reservoir-computing timeseries timeseries-analysis timeseries-forecasting
Created almost 4 years ago · Last pushed 9 months ago
Metadata Files
Readme License

README.md

reservoiR

R-CMD-check <!-- badges: end -->

reservoirnet is an R package designed to call the python module reservoirpy through reticulate.

The reservoirpy module implements reservoir computing, a machine learning method based on a set of randomly connected neurons where only the last layer is trained. This method allows fast training with good performance compared to usual neural networks.

In order to install the package run the following :

devtools::install_github(repo = "reservoirpy/reservoirR")

Owner

  • Name: ReservoirPy
  • Login: reservoirpy
  • Kind: organization
  • Location: France

Simple and flexible code for Reservoir Computing architectures like Echo State Networks (ESN).

GitHub Events

Total
  • Watch event: 1
  • Push event: 2
  • Fork event: 1
  • Create event: 1
Last Year
  • Watch event: 1
  • Push event: 2
  • Fork event: 1
  • Create event: 1

Committers

Last synced: 7 months ago

All Time
  • Total Commits: 124
  • Total Committers: 6
  • Avg Commits per committer: 20.667
  • Development Distribution Score (DDS): 0.605
Past Year
  • Commits: 6
  • Committers: 1
  • Avg Commits per committer: 6.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Thomas t****e@u****r 49
kalidouBA k****s@g****m 45
borishejblum b****m@u****r 23
nTrouvain n****n@i****r 3
FERTE Thomas t****1@d****l 3
neuronalX x****t@i****r 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 1
  • Total pull requests: 9
  • Average time to close issues: N/A
  • Average time to close pull requests: about 7 hours
  • Total issue authors: 1
  • Total pull request authors: 2
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.33
  • Merged pull requests: 5
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 1
  • Average time to close issues: N/A
  • Average time to close pull requests: 17 minutes
  • Issue authors: 1
  • Pull request authors: 1
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • thomasferte (1)
Pull Request Authors
  • thomasferte (6)
  • kalidouBA (3)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 241 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 2
  • Total maintainers: 1
cran.r-project.org: reservoirnet

Reservoir Computing and Echo State Networks

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 241 Last month
Rankings
Dependent packages count: 29.8%
Dependent repos count: 35.4%
Average: 51.6%
Downloads: 89.7%
Maintainers (1)
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • R >= 3.6 depends
  • reticulate * imports
  • testthat >= 3.0.0 imports
  • covr * suggests
  • dplyr * suggests
  • ggplot2 * suggests
  • kableExtra * suggests
  • knitr * suggests
  • rmarkdown * suggests
  • tibble * suggests
  • tidyr * suggests
.github/workflows/R-CMD-check.yaml actions
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
  • conda-incubator/setup-miniconda v2 composite
  • r-lib/actions/check-r-package v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite