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wevid

0.7.0

Weight of Evidence for Quantifying Performance of a Binary Classifier

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Overview

About
Maintained by Paul McKeigueFirst published 2018-06-157 releasesCRAN page ↗

The distributions of the weight of evidence (log Bayes factor) favouring case over noncase status in a test dataset (or test folds generated by cross-validation) can be used to quantify the performance of a diagnostic test. This package can be used with any test dataset on which you have computed prior probabilities of case status, posterior probabilities of case status, and you have the observed case-control status. In comparison with the C-statistic (area under ROC curve), the expected weight of evidence (expected information for discrimination) has several advantages as a summary measure of predictive performance. To quantify how the predictor will behave as a risk stratifier, the quantiles of the distributions of weight of evidence in cases and controls can be calculated and plotted.

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Health

CRAN checks
13OK
Slowest check: 1.9 min · r-devel-linux-x86_64-fedora-clang
Code health
None
Tests · ratio 0.00
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Coverage
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Documentation · exports
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Check history
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Documentation

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Examples that run
100%
Documented parameters
100%
Return-value docs
69%
References docs
0%

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Dependencies

Declared dependencies
4 external dependencies (excludes base and recommended)
Depends (1)
R >= 2.10
LinkingTo (0)
none
Suggests (0)
none
Enhances (0)
none
Reverse dependencies
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0indirect

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Code & Tests

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People & History

People (2)
Maintainer (1)
Author, Maintainer
Authors (1)
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Contributors (1)
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Package Timeline

7 releases. Pick two to compare their code metrics. R releases are shown for context.

  • 0.7.0Latest
    2026-05-11 · current release · diff ↗
  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • R
    R 4.4.0 released · 2024-04-24
  • R
    R 4.3.0 released · 2023-04-21
  • R
    R 4.2.0 released · 2022-04-22
  • R
    R 4.1.0 released · 2021-05-18
  • R
    R 4.0.0 released · 2020-04-24
  • 0.6.2
    2019-09-12 · diff ↗
  • 0.6.1
    2019-05-13 · diff ↗
  • R
    R 3.6.0 released · 2019-04-26
  • 0.6
    2019-04-04 · diff ↗
  • 0.5.2
    2018-12-16 · diff ↗
  • 0.5.1
    2018-10-11 · diff ↗
  • 0.4.2
    2018-06-15
  • R
    R 3.5.0 released · 2018-04-23

Package metadata

First published
2018-06-15
Total releases
7 / 8 yrs
License
GPL-3 OSI
Minimum R
≥ 2.10
Bundled data
3.2 KB / 1 file
Download size
25 KB
Installed size
not tracked yet
With dependencies
not tracked yet
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