MAI

A two-step approach to imputing missing data in metabolomics

https://github.com/kechrislab/mai

Science Score: 10.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
  • .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
    1 of 4 committers (25.0%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (4.6%) to scientific vocabulary

Keywords

imputation-methods machine-learning missing-data
Last synced: 6 months ago · JSON representation

Repository

A two-step approach to imputing missing data in metabolomics

Basic Info
  • Host: GitHub
  • Owner: KechrisLab
  • License: gpl-3.0
  • Language: R
  • Default Branch: main
  • Homepage:
  • Size: 392 KB
Statistics
  • Stars: 2
  • Watchers: 1
  • Forks: 1
  • Open Issues: 2
  • Releases: 0
Topics
imputation-methods machine-learning missing-data
Created over 4 years ago · Last pushed over 3 years ago
Metadata Files
Readme License

README.md

Mechanism-Aware Imputation (MAI) A two-step approach to imputing missing data in metabolomics.

Pending publication

Installation

Install via Bioconductor: ```R if (!requireNamespace("BiocManager", quietly=TRUE)) install.packages("BiocManager")

BiocManager::install("MAI") ```

Install via GitHub: R if (!require("devtools")) install.packages("devtools") devtools::install_github("KechrisLab/MAI")

Bug Reports

Report bugs as issues on the GitHub repository new issue

Owner

  • Name: KechrisLab
  • Login: KechrisLab
  • Kind: organization

GitHub Events

Total
  • Issues event: 1
Last Year
  • Issues event: 1

Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 51
  • Total Committers: 4
  • Avg Commits per committer: 12.75
  • Development Distribution Score (DDS): 0.176
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Jonathan Dekermanjian J****u 42
Nitesh Turaga n****a@g****m 4
Jonathan Dekermanjian J****n@g****m 3
Dekermanjian 3****n 2

Issues and Pull Requests

Last synced: 6 months ago

Packages

  • Total packages: 1
  • Total downloads:
    • bioconductor 6,680 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 5
  • Total maintainers: 1
bioconductor.org: MAI

Mechanism-Aware Imputation

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 6,680 Total
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Forks count: 19.8%
Average: 27.2%
Stargazers count: 29.0%
Downloads: 87.4%
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • S4Vectors * imports
  • SummarizedExperiment * imports
  • caret * imports
  • doParallel * imports
  • e1071 * imports
  • foreach * imports
  • future * imports
  • future.apply * imports
  • methods * imports
  • missForest * imports
  • parallel * imports
  • pcaMethods * imports
  • stats * imports
  • tidyverse * imports
  • utils * imports
  • BiocStyle * suggests
  • knitr * suggests
  • rmarkdown * suggests
  • testthat >= 3.0.0 suggests