Bayesian network structure learning


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Documentation for package ‘bnlearn’ version 0.8

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bnlearn-package Bayesian network constraint-based structure learning.
acyclic Utilities to manipulate graphs
AIC.bn Score of the Bayesian network
amat Utilities to manipulate graphs
arc.strength Measure the strength of the arcs
arcs Utilities to manipulate graphs
as.bn Build a model string from a Bayesian network and vice versa
as.character.bn Build a model string from a Bayesian network and vice versa
asia Asia (synthetic) data set by Lauritzen and Spiegelhalter
bnlearn Bayesian network constraint-based structure learning.
children Utilities to manipulate graphs
choose.direction Try to infer the direction of an undirected arc
compare Compare two different Bayesian networks
drop.arc Drop, add or set the direction of an arc
empty.graph Generate an empty or random graph
fast.iamb Fast Incremental Association (Fast-IAMB) learning algorithm
gaussian.test Synthetic (continuous) dataset to test learning algorithms
gs Grow-Shrink (GS) learning algorithm
hc Hill-Climbing (HC) learning algorithm
iamb Incremental Association (IAMB) learning algorithm
inter.iamb Interleaved Incremental Association (Inter-IAMB) learning algorithm
leafnodes Utilities to manipulate graphs
learning.test Synthetic (discrete) data set to test learning algorithms
logLik.bn Score of the Bayesian network
mb Utilities to manipulate graphs
model2network Build a model string from a Bayesian network and vice versa
modelstring Build a model string from a Bayesian network and vice versa
nbr Utilities to manipulate graphs
node.ordering Partial node ordering utilities
nodes Utilities to manipulate graphs
nparams Utilities to manipulate graphs
ordering2blacklist Partial node ordering utilities
parents Utilities to manipulate graphs
path Utilities to manipulate graphs
plot.bn Plot a Bayesian network
random.graph Generate an empty or random graph
rbn Generate random data from a given Bayesian network
reverse.arc Drop, add or set the direction of an arc
rootnodes Utilities to manipulate graphs
score Score of the Bayesian network
set.arc Drop, add or set the direction of an arc