DocumentCode
2139086
Title
Building text hierarchical structure by using confusion matrix
Author
Yunbo Xiong
Author_Institution
Sch. of Inf. Manage., Jiangxi Univ. of Finance & Econ., Nanchang, China
fYear
2012
fDate
16-18 Oct. 2012
Firstpage
1250
Lastpage
1254
Abstract
There are two strategies to build hierarchical structure of document category. One is hierarchical clustering and the other is confusion category. Based on confusion matrix of plane classifier, the paper made use of hierarchical classification to carry on experiments, and it is showed that the confusion category strategy was superior to hierarchical clustering strategy. And compared to plane classifier, confusion category strategy improved recall and precision of classification.
Keywords
matrix algebra; pattern classification; pattern clustering; text analysis; building text hierarchical structure; classification precision; confusion category strategy; confusion matrix; document category; hierarchical classification; hierarchical clustering strategy; plane classifier; confusion category; confusion matrix; hierarchical classification; hierarchical clustering;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Engineering and Informatics (BMEI), 2012 5th International Conference on
Conference_Location
Chongqing
Print_ISBN
978-1-4673-1183-0
Type
conf
DOI
10.1109/BMEI.2012.6513202
Filename
6513202
Link To Document