Package: aricode 1.1.0
aricode: Efficient Computations of Standard Clustering Comparison Measures
Implements an efficient O(n) algorithm based on bucket-sorting for fast computation of standard clustering comparison measures. Available measures include adjusted Rand index (ARI), normalized information distance (NID), normalized mutual information (NMI), normalized variation information (NVI) and entropy, as described in Vinh et al (2009) <doi:10.1145/1553374.1553511>. Include AMI (Adjusted Mutual Information) since version 0.1.2, a modified version of ARI (MARI), as described in Sundqvist et al. <doi:10.1007/s00180-022-01230-7> and simple Chi-square distance since version 1.0.0.
Authors:
aricode_1.1.0.tar.gz
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aricode_1.1.0.tgz(r-4.6-x86_64)aricode_1.1.0.tgz(r-4.6-arm64)aricode_1.1.0.tgz(r-4.5-x86_64)aricode_1.1.0.tgz(r-4.5-arm64)
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aricode_1.1.0.tgz(r-4.5-emscripten)
aricode.pdf |aricode.html✨
aricode/json (API)
NEWS
| # Install 'aricode' in R: |
| install.packages('aricode', repos = c('https://jchiquet.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/jchiquet/aricode/issues
bucket-sortclusteringclustering-comparison-measurescpp
Last updated from:af1673865e. Checks:13 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 135 | ||
| linux-devel-x86_64 | OK | 149 | ||
| source / vignettes | OK | 182 | ||
| linux-release-arm64 | OK | 139 | ||
| linux-release-x86_64 | OK | 142 | ||
| macos-release-arm64 | OK | 132 | ||
| macos-release-x86_64 | OK | 200 | ||
| macos-oldrel-arm64 | OK | 130 | ||
| macos-oldrel-x86_64 | OK | 348 | ||
| windows-devel | OK | 137 | ||
| windows-release | OK | 106 | ||
| windows-oldrel | OK | 113 | ||
| wasm-release | OK | 125 |
Exports:AMIARIChi2clustCompcompare_clusteringentropyFrobeniusMARIMARIrawNIDNMINVIRIsort_pairssortPairs
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Adjusted Mutual Information | AMI |
| Adjusted Rand Index | ARI |
| Chi-square statistics | Chi2 |
| Measures of similarity between two classification | compare_clustering |
| Entropy | entropy |
| Frobenius norm | Frobenius |
| Modified Adjusted Rand Index | MARI |
| Normalized information distance (NID) | NID |
| Normalized mutual information (NMI) | NMI |
| Normalized variation of information (NVI) | NVI |
| Rand Index | RI |
| Sort Pairs | sort_pairs |
