drtmle

Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests

https://github.com/benkeser/drtmle

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Keywords

causal-inference ensemble-learning iptw statistical-inference tmle

Keywords from Contributors

cross-validation causal-effects censored-data robust-statistics stochastic-interventions stochastic-treatment-regimes targeted-learning treatment-effects variable-importance
Last synced: 6 months ago · JSON representation

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Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests

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Topics
causal-inference ensemble-learning iptw statistical-inference tmle
Created about 9 years ago · Last pushed about 3 years ago
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Owner

  • Name: David Benkeser
  • Login: benkeser
  • Kind: user
  • Location: Atlanta, GA

Assistant Professor Emory University Department of Biostatistics and Bioinformatics

GitHub Events

Total
  • Watch event: 2
Last Year
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Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 242
  • Total Committers: 5
  • Avg Commits per committer: 48.4
  • Development Distribution Score (DDS): 0.517
Past Year
  • Commits: 3
  • Committers: 2
  • Avg Commits per committer: 1.5
  • Development Distribution Score (DDS): 0.333
Top Committers
Name Email Commits
David Benkeser b****r@b****u 117
Benkeser b****r@e****u 95
Nima Hejazi nh@n****g 24
Chris Kennedy c****n@g****m 4
David Benkeser d****r@g****m 2
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 7 months ago

All Time
  • Total issues: 20
  • Total pull requests: 11
  • Average time to close issues: 6 months
  • Average time to close pull requests: about 2 months
  • Total issue authors: 9
  • Total pull request authors: 2
  • Average comments per issue: 1.9
  • Average comments per pull request: 0.55
  • Merged pull requests: 9
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 1
  • Pull request authors: 0
  • Average comments per issue: 0.0
  • Average comments per pull request: 0
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  • nhejazi (2)
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  • Larsvanderlaan (1)
  • mayamathur (1)
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  • ck37 (2)
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bug (3) help wanted (2) enhancement (2)
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Packages

  • Total packages: 2
  • Total downloads:
    • cran 416 last-month
  • Total docker downloads: 21,613
  • Total dependent packages: 0
    (may contain duplicates)
  • Total dependent repositories: 1
    (may contain duplicates)
  • Total versions: 11
  • Total maintainers: 1
cran.r-project.org: drtmle

Doubly-Robust Nonparametric Estimation and Inference

  • Versions: 8
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 416 Last month
  • Docker Downloads: 21,613
Rankings
Docker downloads count: 0.6%
Forks count: 9.6%
Stargazers count: 12.6%
Average: 17.9%
Dependent repos count: 24.0%
Dependent packages count: 28.8%
Downloads: 31.8%
Maintainers (1)
Last synced: 6 months ago
conda-forge.org: r-drtmle
  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 34.0%
Average: 45.2%
Forks count: 47.7%
Stargazers count: 47.8%
Dependent packages count: 51.2%
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • R >= 3.5.0 depends
  • SuperLearner * imports
  • future.apply * imports
  • np * imports
  • foreach * suggests
  • gam * suggests
  • knitr * suggests
  • nloptr * suggests
  • parallel * suggests
  • quadprog * suggests
  • rmarkdown * suggests
  • stringi * suggests
  • testthat * suggests