Graphs for the paper "Supervised Learning of Belief Net Classifiers"
Comparing ILQ to OFE on 25 UCI data sets
NB+ILQ vs. NB+OFE
NB+ILQ vs. TAN+OFE
TAN+ILQ vs. NB+ILQ
TAN+ILQ vs. NB+OFE
TAN+ILQ vs. TAN+OFE
TAN+OFE vs. NB+OFE
Comparing ILQ to OFE on Increasingly Incorrect Structure
Classification Error:
Naive Bayesian Network
Mean Square Error:
Naive Bayesian Network
Log Conditinal Likelihood Score:
Naive Bayesian Network
Log Likelihood Score:
Naive Bayesian Network
Chess
37 nodes, 36 evidence nodes, 1 classification node.
Classification Error:
Naive Bayesian Network
General Bayesian Network
Mean Square Error:
Naive Bayesian Network
General Bayesian Network
ALARM
37 nodes, 8 query nodes, 16 evidence nodes, 13 hidden nodes.
Mean Square Error:
