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MLPUGS

Multi-Label Prediction Using Gibbs Sampling (and Classifier Chains)

v0.2.0 · Jul 6, 2016 · MIT + file LICENSE

Description

An implementation of classifier chains (CC's) for multi-label prediction. Users can employ an external package (e.g. 'randomForest', 'C50'), or supply their own. The package can train a single set of CC's or train an ensemble of CC's -- in parallel if running in a multi-core environment. New observations are classified using a Gibbs sampler since each unobserved label is conditioned on the others. The package includes methods for evaluating the predictions for accuracy and aggregating across iterations and models to produce binary or probabilistic classifications.

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r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
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NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Mikhail Popov <mikhail@mpopov.com>’

Found the following (possibly) invalid file URI:
  URI: CONDUCT.md
    From: README.md
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Mikhail Popov <mikhail@mpopov.com>’

Found the following (possibly) invalid file URI:
  URI: CONDUCT.md
    From: README.md
OK r-devel-linux-x86_64-fedora-clang

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OK r-devel-linux-x86_64-fedora-gcc

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OK r-devel-macos-arm64

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OK r-devel-windows-x86_64

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OK r-oldrel-macos-arm64

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OK r-oldrel-macos-x86_64

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OK r-oldrel-windows-x86_64

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OK r-patched-linux-x86_64

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OK r-release-linux-x86_64

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OK r-release-macos-arm64

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Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Mikhail Popov <mikhail@mpopov.com>’

Found the following (possibly) invalid file URI:
  URI: CONDUCT.md
    From: README.md
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Mikhail Popov <mikhail@mpopov.com>’

Found the following (possibly) invalid file URI:
  URI: CONDUCT.md
    From: README.md

Version History

new 0.2.0 Mar 10, 2026