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Rlda (version 0.2.6)

Bayesian LDA for Mixed-Membership Clustering Analysis

Description

Estimates the Bayesian LDA model for mixed-membership clustering based on different types of data (i.e., Multinomial, Bernoulli, and Binomial entries). Albuquerque, Valle and Li (2019) .

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Version

Install

install.packages('Rlda')

Monthly Downloads

95

Version

0.2.6

License

GPL-2

Maintainer

Pedro Albuquerque

Last Published

December 13th, 2018

Functions in Rlda (0.2.6)

generateMultinomialLDA

Simulates a Multinomial LDA.
getPhi

Provide Phi information.
generateBernoulliLDA

Simulates a Bernoulli LDA.
rlda.bernoulliMH

LDA with bernoulli entry with Metropolis-Hasting.
rlda.binomial

LDA with binomial entry and Stick-Breaking prior.
birds

Breeding Bird Survey
Landsat

Landsat TM 5 imagery from 2010 of the Iquitos-Nauta road in the Peruvian Amazon
rlda2mcmc

Conversion between rlda to mcmc object from coda package
complaints

Complaints received for the **Bureau of Consumer Financial Protection** in US about financial products and services.
sp500

Daily transactions Sp500
rlda.binomialMH

LDA with binomial with Metropolis-Hasting.
LocationsBirds

ID variable Latitude and Longitude Locations for Birds dataset.
generateBinomialLDA

Simulates a Binomial LDA.
rlda.binomialVB

LDA with binomial entry and Stick-Breaking prior and Variational Inference.
plot

plot method for rlda object
predict

Provide predictions to the Binomial entry.
getTheta

Provide Theta information.
rlda.fastbernoulli

LDA with bernoulli entry and Stick-Breaking prior.
fishnet

Latitude and Longitude Fishnet dataset.
presence

Species Presence/Absence Data
summary

Provide summary information.
rlda.bernoulli

LDA with bernoulli entry and Stick-Breaking prior.
print

Print information with respect to the model.
rlda.multinomial

LDA with multinomial entry and Stick-Breaking prior.
logLik

Provide the log-likelihood for the rlda object.