Learning Discrete Bayesian Network Classifiers from Data


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Documentation for package ‘bnclassify’ version 0.4.5

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accuracy Compute predictive accuracy.
AIC.bnc_bn Compute (penalized) log-likelihood.
aode Learn an AODE ensemble.
as_grain Convert to graph and gRain.
as_graphNEL Convert to graph 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 graph 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.