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r / packages / r-kamila

Implements methods for clustering mixed-type data, specifically combinations of continuous and nominal data. Special attention is paid to the often-overlooked problem of equitably balancing the contribution of the continuous and categorical variables. This package implements KAMILA clustering, a novel method for clustering mixed-type data in the spirit of k-means clustering. It does not require dummy coding of variables, and is efficient enough to scale to rather large data sets. Also implemented is Modha-Spangler clustering, which uses a brute-force strategy to maximize the cluster separation simultaneously in the continuous and categorical variables. For more information, see Foss, Markatou, Ray, & Heching (2016) <doi:10.1007/s10994-016-5575-7> and Foss & Markatou (2018) <doi:10.18637/jss.v083.i13>.

Type Size Name Uploaded Downloads Labels
conda 165.2 kB | linux-64/r-kamila-0.1.2-r43h884c59f_0.tar.bz2  1 year and 1 month ago 21 main
conda 166.7 kB | linux-64/r-kamila-0.1.2-r42h884c59f_0.tar.bz2  2 years and 7 months ago 51 main
conda 165.8 kB | win-64/r-kamila-0.1.1.3-r36h796a38f_0.tar.bz2  4 years and 10 months ago 74 main
conda 152.1 kB | osx-64/r-kamila-0.1.1.3-r36h466af19_0.tar.bz2  4 years and 10 months ago 19 main
conda 159.5 kB | linux-64/r-kamila-0.1.1.3-r36h29659fb_0.tar.bz2  4 years and 10 months ago 65 main

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