mixdir implements a Bayesian clustering algorithm for high-dimensional categorical data.
A detailed description of the algorithm and the features of the package can be found in the the accompanying paper. If you find the package useful please cite
C. Ahlmann-Eltze and C. Yau, “MixDir: Scalable Bayesian Clustering for High-Dimensional Categorical Data”, 2018 IEEE 5th International Conference on Data Science and Advanced Analytics (DSAA), Turin, Italy, 2018, pp. 526-539.
library(mixdir) data("mushroom") result <- mixdir(mushroom[1:1000, 1:5], n_latent=3)