Inference for a Generalised SBM with a Split Merge Sampler


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Documentation for package ‘SBMSplitMerge’ version 1.1.1

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accept accept 'propsbm' with the acceptance probability alpha
addblock Add a block move
ARI Adjusted Rand Index
blockmat Block matrix
blockmat.blocks Block matrix
blockmat.factor Block matrix
blockmat.numeric Block matrix
blockmat.sbm Block matrix
blockmod Block Model
blocks Blocks object
blocktrace plot a trace of the blocks from MCMC samples
crp Chinese Restaurant Process
ddirichlet Dirichlet distribution
dedges Density of edges
dedges.numeric likelihood of edges
dedges.sbm Density of edges
delblock Delete a block move
dma Dirichlet Multinomial Allocation
drawblock.dp Draw block membership
drawblock.gibbs Gibbs-like reassignment of nodes to the current set of blocks
drawblocks.dp Draw block memberships
drawblocks.gibbs Gibbs-like reassignment of nodes to the current set of blocks
drawparams Metropolis updates by drawing parameters
edgemod Class for edge models
edges Class for edge data
edges_bern Bernoulli edge model
edges_nbin Negative-Binomial edge model
edges_norm Normal edge model
edges_pois Poisson edge model
Enron The Enron data set as extracted from 'igraph' using the script in data-raw
eval_plots get a set of evaluation plots from MCMC samples
image.blocks Plot blocks
image.edges Plot
image.sbm Plot for 'sbm' object
is.sbm is.sbm
Macaque The Macaque data set as extracted from 'igraph' using the script in data-raw
marglike_bern Marginal likelihood model for Bernoulli distributed edges
marglike_norm Marginal likelihood model for Normal distributed edges
marglike_pois Marginal likelihood model for Poisson distributed edges
mergeavg Merge blocks
mergeblocks merge move block merging
mergeparams merge parameters
mergeparams.default Merge step: parameters
mergeparams.numeric Merge step - parameter merging
modeblocks modal block assignments from MCMC samples
multinom Multinomial block assignment
nodelike Likelihood of node assignment
numblockstrace plot a trace of the number of blocks from MCMC samples
parammat Parameter Matrix
parammat.blocks Parameter Matrix
parammat.matrix Parameter Matrix
parammat.params Parameter Matrix
parammat.sbm Parameter Matrix
parammod Parameter Model
params 'params' S3 object
paramtrace plot a trace of parameter values from MCMC samples
param_beta Beta parameter model
param_gamma Gamma parameter model
param_nbin Parameter model for Negative Binomial
param_norm Parameter model for Normal Model
plot.blocks Plot blocks
plot.edges Plot
plot.sbm Plot for 'sbm' object
plotpostpairs helper function for trace plots
postpairs mean proportion of times two nodes were in the same block under MCMC samples
rcat Draw draw Categorical distribution
rdirichlet Dirichlet distribution
redges Simulate edges
rw Random Walk
sampler top level sampler function
sampler.conj Conjugate model sampler
sampler.dp Dirichlet process sampler
sampler.gibbs Gibbs sampling for node assignments
sampler.rj reversible jump Markov chain Monte Carlo split-merge sampler
sbm Class 'sbm'
sbmmod Stochastic block model object
splitavg split move using average to merge parameters
splitblocks split move: blocks
splitparams split move: parameters
splitparams.numeric split move: 'params'
splitparams.params split move: 'params'
StackOverflow The Stack-Overflow data set as extracted from 'igraph' using the script in data-raw Extracted on 27/8/2019 from Kaggle (login required) using: 'library(rvest)' 'read_html("https://www.kaggle.com/stackoverflow/stack-overflow-tag-network/downloads/stack_network_links.csv/1")'
updateblock Update the block assignment of a node
updateblock.blocks Update the block assignment of a node
updateblock.sbm Update the block assignment of a node
vmeasure V-measure