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Open Source Science

https://github.com/arviz-devs/psis.jl

Pareto smoothed importance sampling

https://github.com/arviz-devs/psis.jl

Science Score: 36.0%

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
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.3%) to scientific vocabulary

Keywords

bayesian importance-sampling julia

Keywords from Contributors

hacking autograding standardization sequences interpretability interactive projection generic controllers reporting
Last synced: 5 months ago · JSON representation

Repository

Pareto smoothed importance sampling

Basic Info
Statistics
  • Stars: 17
  • Watchers: 8
  • Forks: 1
  • Open Issues: 10
  • Releases: 33
Topics
bayesian importance-sampling julia
Created over 4 years ago · Last pushed 5 months ago
Metadata Files
Readme License

README.md

PSIS

Docs Build Status Coverage Code Style: Blue ColPrac: Contributor's Guide on Collaborative Practices for Community Packages Powered by NumFOCUS

PSIS.jl implements the Pareto smoothed importance sampling (PSIS) algorithm from Vehtari et al, 2021. Given a set of importance weights used in some estimator, PSIS both improves the reliability of the estimates by smoothing the importance weights and acts as a diagnostic of the reliability of the estimates.

Vehtari A, Simpson D, Gelman A, Yao Y, Gabry J. (2021). Pareto smoothed importance sampling. arXiv:1507.02646v7 [stat.CO]

Related Packages

The following packages also implement PSIS:

Owner

  • Name: ArviZ
  • Login: arviz-devs
  • Kind: organization

GitHub Events

Total
  • Create event: 6
  • Commit comment event: 3
  • Release event: 1
  • Issues event: 2
  • Delete event: 5
  • Issue comment event: 4
  • Push event: 437
  • Pull request review event: 1
  • Pull request review comment event: 1
  • Pull request event: 9
Last Year
  • Create event: 6
  • Commit comment event: 3
  • Release event: 1
  • Issues event: 2
  • Delete event: 5
  • Issue comment event: 4
  • Push event: 437
  • Pull request review event: 1
  • Pull request review comment event: 1
  • Pull request event: 9

Committers

Last synced: 8 months ago

All Time
  • Total Commits: 93
  • Total Committers: 3
  • Avg Commits per committer: 31.0
  • Development Distribution Score (DDS): 0.097
Past Year
  • Commits: 7
  • Committers: 2
  • Avg Commits per committer: 3.5
  • Development Distribution Score (DDS): 0.429
Top Committers
Name Email Commits
Seth Axen s****n@g****m 84
dependabot[bot] 4****] 8
github-actions[bot] 4****] 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 17
  • Total pull requests: 67
  • Average time to close issues: 16 days
  • Average time to close pull requests: 4 days
  • Total issue authors: 2
  • Total pull request authors: 3
  • Average comments per issue: 2.12
  • Average comments per pull request: 0.84
  • Merged pull requests: 57
  • Bot issues: 0
  • Bot pull requests: 15
Past Year
  • Issues: 2
  • Pull requests: 6
  • Average time to close issues: 17 days
  • Average time to close pull requests: 2 days
  • Issue authors: 1
  • Pull request authors: 2
  • Average comments per issue: 0.5
  • Average comments per pull request: 0.0
  • Merged pull requests: 6
  • Bot issues: 0
  • Bot pull requests: 3
View more stats
Top Authors
Issue Authors
  • sethaxen (16)
  • JuliaTagBot (1)
Pull Request Authors
  • sethaxen (53)
  • dependabot[bot] (14)
  • github-actions[bot] (1)
Top Labels
Issue Labels
Pull Request Labels
dependencies (14) breaking (2) github_actions (2)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 76 total
  • Total dependent packages: 3
  • Total dependent repositories: 0
  • Total versions: 33
juliahub.com: PSIS

Pareto smoothed importance sampling

  • Versions: 33
  • Dependent Packages: 3
  • Dependent Repositories: 0
  • Downloads: 76 Total
Rankings
Dependent repos count: 9.9%
Dependent packages count: 16.6%
Average: 23.7%
Stargazers count: 27.9%
Forks count: 40.4%
Last synced: 5 months ago

Dependencies

.github/workflows/CI.yml actions
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  • julia-actions/julia-buildpkg latest composite
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  • julia-actions/julia-runtest latest composite
  • julia-actions/setup-julia v1 composite
.github/workflows/Invalidations.yml actions
  • actions/checkout v3 composite
  • julia-actions/julia-buildpkg v1 composite
  • julia-actions/julia-invalidations v1 composite
  • julia-actions/setup-julia v1 composite
.github/workflows/TagBot.yml actions
  • JuliaRegistries/TagBot v1 composite
.github/workflows/format_check.yml actions
  • actions/checkout v1 composite
  • julia-actions/setup-julia latest composite
  • reviewdog/action-suggester v1 composite
.github/workflows/register.yml actions
  • julia-actions/RegisterAction latest composite
.github/workflows/CompatHelper.yml actions