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CRPClustering (version 1.2)

Bayesian Nonparametric Chinese Restaurant Process Clustering with Entropy

Description

Chinese restaurant process [Pitman (1995) ] is used in order to compose Dirichlet process [Ferguson (1973) ]. The clustering which uses Chinese restaurant process does not need to decide the number of clusters in advance. This algorithm automatically adjusts it. And this package calculates the ambiguity of clusters as entropy [Yngvason (1999) ].

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Version

Install

install.packages('CRPClustering')

Monthly Downloads

12

Version

1.2

License

GPL (>= 2)

Maintainer

Masashi Okada

Last Published

May 1st, 2018

Functions in CRPClustering (1.2)

crp_gibbs

Markov chain Monte Carlo methods for CRP clustering
crp_graph_2d

CRP clustering visualization
data

Generated from three normal distributions.