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A retake on the Genie algorithm - a robust hierarchical clustering method (Gagolewski, Bartoszuk, Cena, 2016 <DOI:10.1016/j.ins.2016.05.003>). Now faster and more memory efficient; determining the whole hierarchy for datasets of 10M points in low dimensional Euclidean spaces or 100K points in high-dimensional ones takes only 1-2 minutes. Allows clustering with respect to mutual reachability distances so that it can act as a noise point detector or a robustified version of 'HDBSCAN*' (that is able to detect a predefined number of clusters and hence it does not dependent on the somewhat fragile 'eps' parameter). The package also features an implementation of economic inequity indices (the Gini, Bonferroni index) and external cluster validity measures (partition similarity scores; e.g., the adjusted Rand, Fowlkes-Mallows, adjusted mutual information, pair sets index). See also the 'Python' version of 'genieclust' available on 'PyPI', which supports sparse data, more metrics, and even larger datasets.

copied from cf-post-staging / r-genieclust
Type Size Name Uploaded Downloads Labels
conda 229.8 kB | win-64/r-genieclust-1.2.0-r44hd8a2815_1.conda  1 month and 3 days ago 44 main
conda 232.8 kB | osx-64/r-genieclust-1.2.0-r44he949a0c_1.conda  1 month and 3 days ago 41 main
conda 232.9 kB | osx-64/r-genieclust-1.2.0-r45he949a0c_1.conda  1 month and 3 days ago 40 main
conda 230.0 kB | win-64/r-genieclust-1.2.0-r45hd8a2815_1.conda  1 month and 3 days ago 45 main
conda 259.2 kB | linux-64/r-genieclust-1.2.0-r44h3697838_1.conda  1 month and 3 days ago 119 main
conda 258.9 kB | linux-64/r-genieclust-1.2.0-r45h3697838_1.conda  1 month and 3 days ago 125 main
conda 229.8 kB | win-64/r-genieclust-1.2.0-r43hd8a2815_0.conda  2 months and 16 days ago 53 main
conda 231.7 kB | win-64/r-genieclust-1.2.0-r44hd8a2815_0.conda  2 months and 16 days ago 51 main
conda 232.3 kB | osx-64/r-genieclust-1.2.0-r44hbe07647_0.conda  2 months and 16 days ago 43 main
conda 230.6 kB | osx-64/r-genieclust-1.2.0-r43hbe07647_0.conda  2 months and 16 days ago 42 main
conda 259.4 kB | linux-64/r-genieclust-1.2.0-r44h3697838_0.conda  2 months and 16 days ago 214 main
conda 257.5 kB | linux-64/r-genieclust-1.2.0-r43h3697838_0.conda  2 months and 16 days ago 218 main
conda 215.6 kB | win-64/r-genieclust-1.1.6-r43h8ae3a7c_0.conda  1 year and 1 month ago 269 main
conda 218.2 kB | win-64/r-genieclust-1.1.6-r44h8ae3a7c_0.conda  1 year and 1 month ago 288 main
conda 233.3 kB | osx-64/r-genieclust-1.1.6-r43hec7cca1_0.conda  1 year and 1 month ago 247 main
conda 235.6 kB | osx-64/r-genieclust-1.1.6-r44hec7cca1_0.conda  1 year and 1 month ago 240 main
conda 243.1 kB | linux-64/r-genieclust-1.1.6-r43h93ab643_0.conda  1 year and 1 month ago 1371 main
conda 244.7 kB | linux-64/r-genieclust-1.1.6-r44h93ab643_0.conda  1 year and 1 month ago 1481 main
conda 216.5 kB | win-64/r-genieclust-1.1.5_2-r44h8ae3a7c_1.conda  1 year and 3 months ago 311 main
conda 215.1 kB | win-64/r-genieclust-1.1.5_2-r43h8ae3a7c_1.conda  1 year and 3 months ago 329 main
conda 232.6 kB | osx-64/r-genieclust-1.1.5_2-r44hccab667_1.conda  1 year and 3 months ago 259 main
conda 231.4 kB | osx-64/r-genieclust-1.1.5_2-r43hccab667_1.conda  1 year and 3 months ago 245 main
conda 240.1 kB | linux-64/r-genieclust-1.1.5_2-r44h0d4f4ea_1.conda  1 year and 3 months ago 1438 main
conda 238.1 kB | linux-64/r-genieclust-1.1.5_2-r43h0d4f4ea_1.conda  1 year and 3 months ago 1463 main
conda 213.1 kB | win-64/r-genieclust-1.1.5_2-r41ha856d6a_0.conda  2 years and 2 days ago 376 main

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