Learning Discrete Bayesian Network Classifiers from Data

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Documentation for package ‘bnclassify’ version 0.4.8

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

bnclassify-package	Learn discrete Bayesian network classifiers from data.
accuracy	Compute predictive accuracy.
AIC.bnc_bn	Compute (penalized) log-likelihood.
aode	Learn an AODE ensemble.
as_grain	Convert to igraph and gRain.
as_igraph	Convert to igraph and gRain.
as_mlr	Convert to 'mlr'.
awnb_weights	Inspect a Bayesian network classifier (with structure and parameters).
BIC.bnc_bn	Compute (penalized) log-likelihood.
bnc	Learn network structure and parameters.
bnclassify	Learn discrete Bayesian network classifiers from data.
bnc_bn	Bayesian network classifier with structure and parameters.
bnc_dag	Bayesian network classifier structure.
bsej	Learn Bayesian network classifiers in a a greedy wrapper fashion.
car	Car Evaluation Data Set.
classes	Inspect a Bayesian network classifier (with structure and parameters).
class_var	Inspect a Bayesian network classifier structure.
cLogLik	Compute (penalized) log-likelihood.
cmi	Compute the (conditional) mutual information between two variables.
cv	Estimate predictive accuracy with stratified cross validation.
families	Inspect a Bayesian network classifier structure.
features	Inspect a Bayesian network classifier structure.
feature_families	Inspect a Bayesian network classifier structure.
fssj	Learn Bayesian network classifiers in a a greedy wrapper fashion.
grain_and_graph	Convert to igraph and gRain.
greedy_wrapper	Learn Bayesian network classifiers in a a greedy wrapper fashion.
inspect_bnc_bn	Inspect a Bayesian network classifier (with structure and parameters).
inspect_bnc_dag	Inspect a Bayesian network classifier structure.
is_anb	Inspect a Bayesian network classifier structure.
is_nb	Inspect a Bayesian network classifier structure.
is_ode	Inspect a Bayesian network classifier structure.
is_semi_naive	Inspect a Bayesian network classifier structure.
kdb	Learn Bayesian network classifiers in a a greedy wrapper fashion.
learn_params	Learn the parameters of a Bayesian network structure.
loglik	Compute (penalized) log-likelihood.
logLik.bnc_bn	Compute (penalized) log-likelihood.
lp	Learn the parameters of a Bayesian network structure.
manb_arc_posterior	Inspect a Bayesian network classifier (with structure and parameters).
modelstring	Inspect a Bayesian network classifier structure.
narcs	Inspect a Bayesian network classifier structure.
nb	Learn a naive Bayes network structure.
nparams	Inspect a Bayesian network classifier (with structure and parameters).
params	Inspect a Bayesian network classifier (with structure and parameters).
plot.bnc_dag	Plot the structure.
predict.bnc_fit	Predicts class labels or class posterior probability distributions.
tan_chowliu	Learns a one-dependence estimator using Chow-Liu's algorithm.
tan_cl	Learns a one-dependence estimator using Chow-Liu's algorithm.
tan_hc	Learn Bayesian network classifiers in a a greedy wrapper fashion.
tan_hcsp	Learn Bayesian network classifiers in a a greedy wrapper fashion.
values	Inspect a Bayesian network classifier (with structure and parameters).
vars	Inspect a Bayesian network classifier structure.
voting	Congress Voting Data Set.