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2010 International Conference on Artificial Intelligence and Computational Intelligence
An Algorithm for Incremental Tree-augmented Naive Bayesian Classifier Learning
Sanya, China
October 23-October 24
ISBN: 978-0-7695-4225-6
| ASCII Text | x | ||
| Yiqing Shi, Youlong Yang, "An Algorithm for Incremental Tree-augmented Naive Bayesian Classifier Learning," Artificial Intelligence and Computational Intelligence, International Conference on, vol. 1, pp. 524-527, 2010 International Conference on Artificial Intelligence and Computational Intelligence, 2010. | |||
| BibTex | x | ||
| @article{ 10.1109/AICI.2010.115, author = {Yiqing Shi and Youlong Yang}, title = {An Algorithm for Incremental Tree-augmented Naive Bayesian Classifier Learning}, journal ={Artificial Intelligence and Computational Intelligence, International Conference on}, volume = {1}, year = {2010}, isbn = {978-0-7695-4225-6}, pages = {524-527}, doi = {http://doi.ieeecomputersociety.org/10.1109/AICI.2010.115}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - CONF JO - Artificial Intelligence and Computational Intelligence, International Conference on TI - An Algorithm for Incremental Tree-augmented Naive Bayesian Classifier Learning SN - 978-0-7695-4225-6 SP524 EP527 A1 - Yiqing Shi, A1 - Youlong Yang, PY - 2010 KW - incremental learning KW - tree-augmented naïve bayesian classifier KW - score function VL - 1 JA - Artificial Intelligence and Computational Intelligence, International Conference on ER - | |||
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/AICI.2010.115
A new algorithm for incremental Bayesian classifier is proposed in this paper. The algorithm has two advantages. First, because our algorithm is based on the score function, it can make full use of the prior knowledge. Meanwhile, it can take the degree of fit between the added instances and the original classifier into consideration. Second, our algorithm expand incremental model from the naïve Bayesian classifier to the tree-augmented naïve Bayesian classifier. Our experimental results on a variety of UCI data sets illustrate the efficiency of this new algorithm.
Index Terms:
incremental learning, tree-augmented naïve bayesian classifier, score function
Citation:
Yiqing Shi, Youlong Yang, "An Algorithm for Incremental Tree-augmented Naive Bayesian Classifier Learning," aici, vol. 1, pp.524-527, 2010 International Conference on Artificial Intelligence and Computational Intelligence, 2010
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