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mixdir
View on CRAN: Click
here
Download and install mixdir package within the R console
Install from CRAN:
install.packages("mixdir")
Install from Github:
library("remotes")
install_github("cran/mixdir")
Install by package version:
library("remotes")
install_version("mixdir", "0.3.0")
Attach the package and use:
library("mixdir")
Maintained by
Constantin Ahlmann-Eltze
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All associated links for this package
First Published: 2018-06-18
Latest Update: 2019-09-20
Description:
Scalable Bayesian clustering of categorical datasets. The package implements a hierarchical Dirichlet
(Process) mixture of multinomial distributions. It is thus a probabilistic latent class model (LCM) and can be used
to reduce the dimensionality of hierarchical data and cluster individuals into latent classes. It can automatically
infer an appropriate number of latent classes or find k classes, as defined by the user. The model is based on a
paper by Dunson and Xing (2009) , but implements a scalable variational inference algorithm so that it is
applicable to large datasets. It is described and tested in the accompanying paper by
Ahlmann-Eltze and Yau (2018) .
How to cite:
Constantin Ahlmann-Eltze (2018). mixdir: Cluster High Dimensional Categorical Datasets. R package version 0.3.0, https://cran.r-project.org/web/packages/mixdir. Accessed 22 Dec. 2024.
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imports, suggests or enhances
Complete documentation for mixdir
Functions, R codes and Examples using
the mixdir R package
Some associated functions: find_defining_features . find_predictive_features . find_typical_features . mixdir . mushroom . plot_features . predict.mixdir .
Some associated R codes: RcppExports.R . data.R . mixdir.R . mixdir_vi.R . mixdir_vi_dp.R . predict.R . Full mixdir package functions and examples
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