An improved TANC method based on Bayesian equivalence theorem

doi:10.3923/itj.2013.4336.4339

	An improved TANC method based on Bayesian equivalence theorem
	Zhao, Xiaoq-Iang; Yang, Jia-Min; Zhou, Jin-Hu
	2013
发表期刊	Information Technology Journal
ISSN	18125638
卷号	12 期号:17 页码:4336-4339
摘要	TANC (Tree Augmented Naive Bayes Classifier) is efficient extension of NBC (Naive Bayes Classifier). This method not only inherits the simple and high efficiency performances of NBC, but also enhances the generalization ability. However it ignores the correlation between weaken attributes. So, an improved TANC method is proposed in this study according the dependence degree and the correlation between attributes. This method can set up a correspond dependencies to effectively improve the classification accuracy by selecting the appropriate attributes. Compared with NBC and TANC, experimental results showed this method is better than TANC and NBC in performance. © 2013 Asian Network for Scientific Information.
关键词	Classifiers Bayes Classifier Classification accuracy Dependency relationship Equivalence theorem Generalization ability High-efficiency TANC Tree augmented Naive Bayes classifiers
DOI	10.3923/itj.2013.4336.4339
收录类别	EI
语种	英语
出版者	Asian Network for Scientific Information, 308-Lasani Town, Sargodha Road, Faisalabad, Pakistan
EI入藏号	20142317787928
EI主题词	Learning systems
EI分类号	802.1 Chemical Plants and Equipment
来源库	Compendex
分类代码	802.1 Chemical Plants and Equipment
引用统计	无
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/113312
专题	兰州理工大学
作者单位	College of Electrical Engineering an Information Engineering, Lanzhou University of Technology, Lanzhou, 730050, Gansu, China
第一作者单位	兰州理工大学
第一作者的第一单位	兰州理工大学
推荐引用方式 GB/T 7714	Zhao, Xiaoq-Iang,Yang, Jia-Min,Zhou, Jin-Hu. An improved TANC method based on Bayesian equivalence theorem[J]. Information Technology Journal,2013,12(17):4336-4339.
APA	Zhao, Xiaoq-Iang,Yang, Jia-Min,&Zhou, Jin-Hu.(2013).An improved TANC method based on Bayesian equivalence theorem.Information Technology Journal,12(17),4336-4339.
MLA	Zhao, Xiaoq-Iang,et al."An improved TANC method based on Bayesian equivalence theorem".Information Technology Journal 12.17(2013):4336-4339.