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SeqExpMatch

Code for the R package SeqExpMatch and the code to reproduce the simulations in our paper "A Matching Procedure for Sequential Experiments that Iteratively Learns which Covariates Improve Power"

https://github.com/kapelner/matching_on_the_fly_designs_r_package_and_paper_repr

Science Score: 39.0%

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 2 DOI reference(s) in README
  • ○
    Academic publication links
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.5%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Code for the R package SeqExpMatch and the code to reproduce the simulations in our paper "A Matching Procedure for Sequential Experiments that Iteratively Learns which Covariates Improve Power"

Basic Info
  • Host: GitHub
  • Owner: kapelner
  • License: gpl-3.0
  • Language: R
  • Default Branch: main
  • Size: 83.1 MB
Statistics
  • Stars: 0
  • Watchers: 2
  • Forks: 1
  • Open Issues: 0
  • Releases: 0
Created about 5 years ago · Last pushed 10 months ago
Metadata Files
Readme License

README.md

SeqExpMatch

Code for the R package SeqExpMatch and the code to reproduce the simulations in the papers listed below. You can get started by cloning and running R CMD INSTALL SeqExpMatch from the root of this repo. Then try running the code in the folder package_tests.

To cite please use

Kapelner, A., & Krieger, A. (2021). A Matching Procedure for Sequential Experiments that Iteratively Learns which Covariates Improve Power. Biometrics. https://doi.org/10.1111/biom.13561

Kapelner, A. (2024). A Sequential Experiment Design for General Response Type and Unequal Allocation that Iteratively Learns Important Covariates. working paper

Owner

  • Name: Adam Kapelner
  • Login: kapelner
  • Kind: user
  • Location: New York City
  • Company: Queens College, CUNY; Technion, Israel Institute of Technology

I'm an Assoc. Prof. of Mathematics at Queens College (NYC) where I run the DSS concentration. My PhD is in Statistics and my research is on experimental design

GitHub Events

Total
  • Push event: 20
  • Pull request event: 3
  • Pull request review event: 1
Last Year
  • Push event: 20
  • Pull request event: 3
  • Pull request review event: 1

Committers

Last synced: over 3 years ago

All Time
  • Total Commits: 4
  • Total Committers: 1
  • Avg Commits per committer: 4.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Adam Kapelner k****r@g****m 4

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 0
  • Total pull requests: 1
  • Average time to close issues: N/A
  • Average time to close pull requests: 3 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: 1
  • Average time to close issues: N/A
  • Average time to close pull requests: 3 days
  • Issue authors: 0
  • 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
View more stats
Top Authors
Issue Authors
Pull Request Authors
  • Tennenbaum-J (3)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 217 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 1
  • Total maintainers: 1
cran.r-project.org: SeqExpMatch

Sequential Experimental Design via Matching on-the-Fly

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 217 Last month
Rankings
Forks count: 28.8%
Dependent packages count: 29.8%
Stargazers count: 35.2%
Dependent repos count: 35.5%
Average: 43.7%
Downloads: 89.1%
Maintainers (1)
kapelner@qc.cuny.edu
Last synced: 10 months ago

Dependencies

SeqExpMatch/DESCRIPTION cran
  • R >= 3.6.3 depends
  • R6 * depends
  • checkmate * depends
  • doParallel * depends
  • stats * imports