Application of the probability-based covering algorithm model in text classification | |
ZHOU Ying | |
刊名 | chinese journal of library and information science
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2009-12-30 | |
卷号 | 2期号:4页码:1-17 |
关键词 | Probability-based covering algorithm Structural training algorithm Probability Text classification |
ISSN号 | 1674-3393 |
通讯作者 | zhou ying (email: zhouying97@yahoo.com.cn) |
英文摘要 | the probability-based covering algorithm (pbca) is a new algorithm based on probability distribution. it decides, by voting, the class of the tested samples on the border of the coverage area, based on the probability of training samples. when using the original covering algorithm (ca), many tested samples that are located on the border of the coverage cannot be classified by the spherical neighborhood gained. the network structure of pbca is a mixed structure composed of both a feed-forward network and a feedback network. by using this method of adding some heterogeneous samples and enlarging the coverage radius, it is possible to decrease the number of rejected samples and improve the rate of recognition accuracy. relevant computer experiments indicate that the algorithm improves the study precision and achieves reasonably good results in text classification. |
学科主题 | 编辑出版 |
资助信息 | this work is supported by the fund for philosophy and social science of anhui province and the fund for human and art social science of the education department of anhui province (grant nos. ahskf07-08d13 and 2009sk038). |
原文出处 | http://www.chinalibraries.net |
公开日期 | 2012-09-18 |
内容类型 | 期刊论文 |
源URL | [http://ir.las.ac.cn/handle/12502/5350] ![]() |
专题 | 文献情报中心_Journal of Data and Information Science_Chinese Journal of Library and Information Science-2009 |
推荐引用方式 GB/T 7714 | ZHOU Ying. Application of the probability-based covering algorithm model in text classification[J]. chinese journal of library and information science,2009,2(4):1-17. |
APA | ZHOU Ying.(2009).Application of the probability-based covering algorithm model in text classification.chinese journal of library and information science,2(4),1-17. |
MLA | ZHOU Ying."Application of the probability-based covering algorithm model in text classification".chinese journal of library and information science 2.4(2009):1-17. |
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