doi: 10.4304/jsw.6.4.628-635
Rough Sets and Confidence Attribute Bagging for Chinese Architectural Document Categorization
Abstract—Aiming at the problems of the traditional feature selection methods that threshold filtering loses a lot of effective architectural information and the shortcoming of Bagging algorithm that weaker classifiers of Bagging have the same weights to improve the performance of Chinese architectural document categorization, a new algorithm based on Rough set and Confidence Attribute Bagging is proposed for Chinese architectural document categorization. Rough sets is used to feature selection. First the cores of attributes are found by discernibility matrix and one of the cores is regarded as the start point. Then attributes’ significance and dependency are used as the heuristic information to do feature selection. A Chinese architectural document classifier is designed by Confidence Attribute Bagging algorithm. The voting weights of weaker classifiers are gained by their result and the stronger classifier result is attained by weaker classifiers voting. The algorithm is applied in Attribute Bagging algorithm to design a classifier. The experimental results show that the novel method is not only easy to implement but can effectively reduce the dimensional space, and improve the accuracy of classification.
Index Terms—Rough sets, feature selection, Confidence Attibute Bagging, Chinese architectural document categorization
Cite: Xiang Zhang, Changhua Li, Lili Dong, Na Ye, "Rough Sets and Confidence Attribute Bagging for Chinese Architectural Document Categorization," Journal of Software vol. 6, no. 4, pp. 628-635, 2011.
General Information
ISSN: 1796-217X (Online)
Abbreviated Title: J. Softw.
Frequency: Quarterly
APC: 500USD
DOI: 10.17706/JSW
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Cecilia Xie
Abstracting/ Indexing: DBLP, EBSCO,
CNKI, Google Scholar, ProQuest,
INSPEC(IET), ULRICH's Periodicals
Directory, WorldCat, etcE-mail: jsweditorialoffice@gmail.com
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