MLPUGS
Multi-Label Prediction Using Gibbs Sampling (and Classifier Chains)
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.
Downloads
205
Last 30 days
22077th
503
Last 90 days
2K
Last year
Trend: +29.8% (30d vs prior 30d)
CRAN Check Status
Show all 14 flavors
| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | NOTE |
| r-devel-linux-x86_64-debian-gcc | NOTE |
| 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 |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (2 non-OK)
CRAN incoming feasibility
Maintainer: ‘Mikhail Popov <mikhail@mpopov.com>’
Found the following (possibly) invalid file URI:
URI: CONDUCT.md
From: README.md
CRAN incoming feasibility
Maintainer: ‘Mikhail Popov <mikhail@mpopov.com>’
Found the following (possibly) invalid file URI:
URI: CONDUCT.md
From: README.md
Check History
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
CRAN incoming feasibility
Maintainer: ‘Mikhail Popov <mikhail@mpopov.com>’
Found the following (possibly) invalid file URI:
URI: CONDUCT.md
From: README.md
CRAN incoming feasibility
Maintainer: ‘Mikhail Popov <mikhail@mpopov.com>’
Found the following (possibly) invalid file URI:
URI: CONDUCT.md
From: README.md