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yaImpute

Nearest neighbor-based imputation on multivariate data

https://github.com/jeffreyevans/yaimpute

Science Score: 13.0%

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    CITATION.cff file
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    Found codemeta.json file
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    .zenodo.json file
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    Academic publication links
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    Scientific vocabulary similarity
    Low similarity (14.1%) to scientific vocabulary

Keywords

cran imputation r r-package rstats
Last synced: 6 months ago · JSON representation

Repository

Nearest neighbor-based imputation on multivariate data

Basic Info
  • Host: GitHub
  • Owner: jeffreyevans
  • License: gpl-3.0
  • Language: C++
  • Default Branch: main
  • Homepage:
  • Size: 1.34 MB
Statistics
  • Stars: 3
  • Watchers: 1
  • Forks: 2
  • Open Issues: 2
  • Releases: 0
Topics
cran imputation r r-package rstats
Created over 3 years ago · Last pushed over 1 year ago
Metadata Files
Readme License

README.md

yaImpute (CRAN 1.0-34, dev 1.0-35)

CRAN status CRAN RStudio mirror downloads <!-- badges: end -->

  • Lila Leatherman made the recommendation to retanin the OOB object from a randomForest model. This has been added to the yai function as oob = c(FALSE, TRUE) and also results the randomForest argument predict.all = TRUE

yaImpute (1.0-34)

yaImpute (Crookston & Finley 2007) Performs nearest neighbor-based imputation using one or more alternative approaches to processing multivariate data. These include methods based on canonical correlation: analysis, canonical correspondence analysis, and a multivariate adaptation of the random forest classification and regression techniques of Leo Breiman and Adele Cutler. Additional methods are also offered. The package includes functions for comparing the results from running alternative techniques, detecting imputation targets that are notably distant from reference observations, detecting and correcting for bias, bootstrapping and building ensemble imputations, and mapping results.

Crookston NL, Finley AO (2007). "yaImpute: An R Package for kNN Imputation." Journal of Statistical Software, 23(10). ISSN 1548-7660, http://www.jstatsoft.org/v23/i10.

Bugs: Users are encouraged to report bugs here. Go to issues in the menu above, and press new issue to start a new bug report, documentation correction or feature request. You can direct questions to .

To install yaImpute in R use install.packages() to download current stable release from CRAN

or, for the development version, run the following (requires the remotes package): remotes::install_github("jeffreyevans/yaImpute")

Owner

  • Name: Jeffrey S. Evans
  • Login: jeffreyevans
  • Kind: user
  • Location: Wyoming
  • Company: The Nature Conservancy and University of Wyoming

I am a senior landscape ecologist with The Nature Conservancy's, Global Lands Science Team and a visiting scholar at University of Wyoming.

GitHub Events

Total
Last Year

Committers

Last synced: about 2 years ago

All Time
  • Total Commits: 12
  • Total Committers: 1
  • Avg Commits per committer: 12.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 4
  • Committers: 1
  • Avg Commits per committer: 4.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Jeffrey Evans j****s@t****g 12
Committer Domains (Top 20 + Academic)
tnc.org: 1

Issues and Pull Requests

Last synced: 7 months ago

All Time
  • Total issues: 3
  • Total pull requests: 2
  • Average time to close issues: about 3 hours
  • Average time to close pull requests: 10 days
  • Total issue authors: 2
  • Total pull request authors: 2
  • Average comments per issue: 1.0
  • Average comments per pull request: 5.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • candelas762 (2)
  • jameslamping (1)
Pull Request Authors
  • lleather (2)
  • grovduck (2)
Top Labels
Issue Labels
help wanted (1)
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 3,874 last-month
  • Total docker downloads: 43,497
  • Total dependent packages: 12
  • Total dependent repositories: 44
  • Total versions: 35
  • Total maintainers: 1
cran.r-project.org: yaImpute

Nearest Neighbor Observation Imputation and Evaluation Tools

  • Versions: 35
  • Dependent Packages: 12
  • Dependent Repositories: 44
  • Downloads: 3,874 Last month
  • Docker Downloads: 43,497
Rankings
Dependent repos count: 3.8%
Dependent packages count: 4.6%
Downloads: 6.8%
Average: 16.4%
Docker downloads count: 24.9%
Forks count: 27.7%
Stargazers count: 30.8%
Maintainers (1)
jeffrey_evans@tnc.org
Last synced: 6 months ago