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MLmetrics

Machine Learning Evaluation Metrics

https://github.com/yanyachen/mlmetrics

Science Score: 13.0%

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
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.6%) to scientific vocabulary
Last synced: 11 months ago · JSON representation

Repository

Machine Learning Evaluation Metrics

Basic Info
  • Host: GitHub
  • Owner: yanyachen
  • License: gpl-2.0
  • Language: R
  • Default Branch: master
  • Size: 42 KB
Statistics
  • Stars: 69
  • Watchers: 8
  • Forks: 15
  • Open Issues: 10
  • Releases: 0
Created about 11 years ago · Last pushed over 2 years ago
Metadata Files
Readme License

README.md

MLmetrics

CRAN_Status_Badge CRAN Downloads CRAN Downloads Total

Machine Learning Evaluation Metrics

A collection of evaluation metrics, including loss, score and utility functions, that measure regression, classification and ranking performance.

  • Regression:
    Mean Squared Error
    Root Mean Squared Error
    Root Mean Squared Logarithmic Error
    Root Mean Square Percentage Error
    Root Relative Squared Error
    Mean Absolute Error
    Mean Absolute Percentage Error
    Median Absolute Error
    Median Absolute Percentage Error
    Relative Absolute Error
    R-Squared (Coefficient of Determination) Regression Score
    Poisson LogLoss
    Normalized Gini Coefficient
  • Classification:
    Confusion Matrix
    Zero-One Loss
    Accuracy
    Precision
    Recall
    Sensitivity
    Specificity
    F1 Score
    F-Beta Score
    Log loss / Cross-Entropy Loss
    Multi Class Log Loss
    AUC
    Gini
    PRAUC
    LiftAUC
    GainAUC
    Kolmogorov-Smirnov Statistic

To install:
* the stable version from CRAN: r install.packages("MLmetrics")

  • the latest development version:
    r devtools::install_github("yanyachen/MLmetrics")

Owner

  • Name: Yachen Yan
  • Login: yanyachen
  • Kind: user

GitHub Events

Total
  • Issues event: 1
  • Watch event: 1
  • Issue comment event: 3
  • Fork event: 1
Last Year
  • Issues event: 1
  • Watch event: 1
  • Issue comment event: 3
  • Fork event: 1

Committers

Last synced: almost 3 years ago

All Time
  • Total Commits: 15
  • Total Committers: 1
  • Avg Commits per committer: 15.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
yanyachen y****n 15

Issues and Pull Requests

Last synced: 11 months ago

All Time
  • Total issues: 12
  • Total pull requests: 2
  • Average time to close issues: about 1 year
  • Average time to close pull requests: over 3 years
  • Total issue authors: 12
  • Total pull request authors: 2
  • Average comments per issue: 0.67
  • Average comments per pull request: 1.5
  • Merged pull requests: 0
  • 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
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • MaurizioSicorello (1)
  • selimrbd (1)
  • HenrikEckermann (1)
  • deil87 (1)
  • Lauler (1)
  • epetrovski (1)
  • renatopanda (1)
  • liliaevgeniou (1)
  • vnusinfo (1)
  • DavZim (1)
  • andreykirson (1)
  • dleng2242 (1)
Pull Request Authors
  • renatopanda (1)
  • twolodzko (1)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 2
  • Total downloads:
    • cran 11,717 last-month
  • Total docker downloads: 43,893
  • Total dependent packages: 18
    (may contain duplicates)
  • Total dependent repositories: 43
    (may contain duplicates)
  • Total versions: 5
  • Total maintainers: 1
cran.r-project.org: MLmetrics

Machine Learning Evaluation Metrics

  • Versions: 4
  • Dependent Packages: 16
  • Dependent Repositories: 42
  • Downloads: 11,717 Last month
  • Docker Downloads: 43,893
Rankings
Dependent repos count: 4.0%
Downloads: 4.1%
Dependent packages count: 4.2%
Forks count: 4.8%
Stargazers count: 5.4%
Average: 7.5%
Docker downloads count: 22.6%
Maintainers (1)
yanyachen21@gmail.com
Last synced: 12 months ago
conda-forge.org: r-mlmetrics
  • Versions: 1
  • Dependent Packages: 2
  • Dependent Repositories: 1
Rankings
Dependent packages count: 19.6%
Dependent repos count: 24.3%
Average: 30.4%
Stargazers count: 37.3%
Forks count: 40.2%
Last synced: 11 months ago

Dependencies

DESCRIPTION cran
  • R >= 2.10 depends
  • ROCR * imports
  • stats * imports
  • utils * imports
  • e1071 * suggests