Research for the classifiers based on Bayesian networks
Yan Zhou · Journal of Northeast Normal University · 2003
The classification is an important and basic ability for human obtained by learning.It has been considered as a key research area in machine learning,pattern recognition and data mining.In this paper,the representative classifiers in Bayes classifier family are studyed.They are naive Bayesian classifiers,Bayesian network classifiers and tree augmented naive Bayesian classifiers .They are also important members in whole classifier family.It is proved that a TAN classifier is optimal in tree classifiers.