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Open Source Science

https://github.com/dahong67/gcpdecompositions.jl

Generalized CP Tensor Decompositions

https://github.com/dahong67/gcpdecompositions.jl

Science Score: 49.0%

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
    Found .zenodo.json file
  • ✓
    DOI references
    Found 6 DOI reference(s) in README
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Academic email domains
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    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (11.5%) to scientific vocabulary
Last synced: 6 months ago · JSON representation

Repository

Generalized CP Tensor Decompositions

Basic Info
  • Host: GitHub
  • Owner: dahong67
  • License: mit
  • Language: Julia
  • Default Branch: master
  • Homepage:
  • Size: 24.5 MB
Statistics
  • Stars: 6
  • Watchers: 1
  • Forks: 3
  • Open Issues: 40
  • Releases: 6
Created over 3 years ago · Last pushed 6 months ago
Metadata Files
Readme License

README.md

GCPDecompositions: Generalized CP Decompositions

version Stable Dev Project Status: WIP – Initial development is in progress, but there has not yet been a stable, usable release suitable for the public. PkgEval Build Status Coverage <!-- GCPDecompositions Downloads -->

👋 This package provides research code and work is ongoing. If you are interested in using it in your own research, *I'd love to hear from you and collaborate!** Feel free to write: hong@udel.edu*

Please cite the following papers for this technique:

David Hong, Tamara G. Kolda, Jed A. Duersch. "Generalized Canonical Polyadic Tensor Decomposition", SIAM Review 62:133-163, 2020. https://doi.org/10.1137/18M1203626 https://arxiv.org/abs/1808.07452

Tamara G. Kolda, David Hong. "Stochastic Gradients for Large-Scale Tensor Decomposition", SIAM Journal on Mathematics of Data Science 2:1066-1095, 2020. https://doi.org/10.1137/19M1266265 https://arxiv.org/abs/1906.01687

In BibTeX form: ```bibtex @Article{hkd2020gcp, title = "Generalized Canonical Polyadic Tensor Decomposition", author = "David Hong and Tamara G. Kolda and Jed A. Duersch", journal = "{SIAM} Review", year = "2020", volume = "62", number = "1", pages = "133--163", DOI = "10.1137/18M1203626", }

@Article{kh2020sgf, title = "Stochastic Gradients for Large-Scale Tensor Decomposition", author = "Tamara G. Kolda and David Hong", journal = "{SIAM} Journal on Mathematics of Data Science", year = "2020", volume = "2", number = "4", pages = "1066--1095", DOI = "10.1137/19M1266265", } ```

Owner

  • Name: David Hong
  • Login: dahong67
  • Kind: user
  • Location: Newark, DE
  • Company: University of Delaware

Assistant Professor in ECE

GitHub Events

Total
  • Create event: 5
  • Commit comment event: 2
  • Release event: 1
  • Issues event: 15
  • Watch event: 4
  • Delete event: 5
  • Issue comment event: 13
  • Push event: 26
  • Pull request event: 8
Last Year
  • Create event: 5
  • Commit comment event: 2
  • Release event: 1
  • Issues event: 15
  • Watch event: 4
  • Delete event: 5
  • Issue comment event: 13
  • Push event: 26
  • Pull request event: 8

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 48
  • Total pull requests: 70
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 18 days
  • Total issue authors: 2
  • Total pull request authors: 5
  • Average comments per issue: 0.25
  • Average comments per pull request: 2.74
  • Merged pull requests: 46
  • Bot issues: 0
  • Bot pull requests: 2
Past Year
  • Issues: 21
  • Pull requests: 8
  • Average time to close issues: about 2 hours
  • Average time to close pull requests: about 8 hours
  • Issue authors: 1
  • Pull request authors: 3
  • Average comments per issue: 0.0
  • Average comments per pull request: 1.38
  • Merged pull requests: 5
  • Bot issues: 0
  • Bot pull requests: 2
View more stats
Top Authors
Issue Authors
  • dahong67 (47)
  • JuliaTagBot (1)
Pull Request Authors
  • dahong67 (39)
  • alexmul1114 (17)
  • bakergg (10)
  • PedroSophiaaa (2)
  • github-actions[bot] (2)
Top Labels
Issue Labels
enhancement (2)
Pull Request Labels
bug (1) enhancement (1)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 2 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 6
juliahub.com: GCPDecompositions

Generalized CP Tensor Decompositions

  • Versions: 6
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 2 Total
Rankings
Dependent repos count: 9.9%
Average: 38.8%
Dependent packages count: 38.9%
Stargazers count: 52.9%
Forks count: 53.5%
Last synced: 6 months ago

Dependencies

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