%0 Conference Paper %1 ShiWangWebbHuang03 %A Shi, H. %A Wang, Z. %A Webb, G.I. %A Huang, H. %B Lecture Notes in Artificial Intelligence Vol. 2637: Proceedings of the Seventh Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'03) %C Berlin/Heidelberg %D 2003 %E Whang, K-Y. %E Jeon, J. %E Shim, K. %E Srivastava, J. %I Springer-Verlag %K Conditional Estimation Probability %P 265-270 %T A New Restricted Bayesian Network Classifier %X On the basis of examining the existing restricted Bayesian network classifiers, a new Bayes-theorem-based and more strictly restricted Bayesian-network-based classification model DLBAN is proposed, which can be viewed as a double-level Bayesian network augmented naive Bayes classification. The experimental results show that the DLBAN classifier is better than the TAN classifier in the most cases.

@inproceedings{ShiWangWebbHuang03, abstract = {On the basis of examining the existing restricted Bayesian network classifiers, a new Bayes-theorem-based and more strictly restricted Bayesian-network-based classification model DLBAN is proposed, which can be viewed as a double-level Bayesian network augmented naive Bayes classification. The experimental results show that the DLBAN classifier is better than the TAN classifier in the most cases.}, added-at = {2016-03-20T05:42:04.000+0100}, address = {Berlin/Heidelberg}, audit-trail = {*}, author = {Shi, H. and Wang, Z. and Webb, G.I. and Huang, H.}, biburl = {https://www.bibsonomy.org/bibtex/235003efa7ebb94b53d11d68db05d3097/giwebb}, booktitle = {Lecture Notes in Artificial Intelligence Vol. 2637: Proceedings of the Seventh {Pacific}-{Asia} Conference on Knowledge Discovery and Data Mining (PAKDD'03)}, editor = {Whang, K-Y. and Jeon, J. and Shim, K. and Srivastava, J.}, interhash = {ebd9dee4a30e1cda27ccd05a178b70a0}, intrahash = {35003efa7ebb94b53d11d68db05d3097}, keywords = {Conditional Estimation Probability}, location = {Seoul, Korea}, pages = {265-270}, publisher = {Springer-Verlag}, timestamp = {2016-03-20T05:42:04.000+0100}, title = {A New Restricted Bayesian Network Classifier}, year = 2003 }