Fuzzy clustering based on semantic body and its application in Chinese spam filtering

doi:10.4156/jdcta.vol5.issue4.22

IR > 计算机与通信学院

	Fuzzy clustering based on semantic body and its application in Chinese spam filtering
	Zhang, Qiu-yu1,2 ; Yang, Hui-juan 1; Wang, Peng 1; Ma, Wei 1
	2011-04-01
发表期刊	International Journal of Digital Content Technology and its Applications
ISSN	19759339
卷号	5 期号:4 页码:1-11
摘要	E-mail's text is the main body of an E-mail. Its content is reflected by semantic body formed by a large number of semantic elements, so it is the most authoritative and effective to study semantic body information of spam when analyzing its text. Firstly, this paper takes the advantage of HowNet in analysis of semantic element and analyze semantic bodies in email text, then proposes the method of constructing semantic body and calculation ways of similarity between semantic bodies based on sentence similarity. Secondly, for the problem of Imprecision and Fuzziness existing in current spam filtering technology, we use fuzzy clustering method to solve it. Combining fuzzy clustering with the semantic body, the paper proposes the method of fuzzy clustering based on semantic body. It is different from the traditional methods that semantic body is used as the object to be classified and the similarity between semantic bodies used as similarity coefficient in the proposed method. The method reduces the dimension when we use fuzzy clustering method to deal with text clustering problem. Finally, we apply the new method of fuzzy clustering based on semantic body to spam filtering. The result of the experiment shows that this method is more objective in determining email content when comparing with the method of traditional email filtering in semantic unit. The proposed method reflects much better in recall rate of discernment of email for spam whose meaning is expressed unclearly.
关键词	Cluster analysis Electronic mail Fuzzy clustering Fuzzy systems Chinese spam Equivalence relations Hownet Semantic bodies Similarity analysis
DOI	10.4156/jdcta.vol5.issue4.22
收录类别	EI
语种	英语
出版者	Advanced Institute of Convergence Information Technology
EI入藏号	20111913969065
EI主题词	Semantics
EI分类号	723 Computer Software, Data Handling and Applications - 961 Systems Science
来源库	Compendex
分类代码	723 Computer Software, Data Handling and Applications - 961 Systems Science
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/111607
专题	计算机与通信学院
作者单位	1.School of Computer and Communication, Lanzhou University of Technology, Lanzhou Gansu 730050, China; 2.Key Laboratory of Gansu Advanced Control for Industrial Processes, Lanzhou Gansu 730050, 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	Zhang, Qiu-yu,Yang, Hui-juan,Wang, Peng,et al. Fuzzy clustering based on semantic body and its application in Chinese spam filtering[J]. International Journal of Digital Content Technology and its Applications,2011,5(4):1-11.
APA	Zhang, Qiu-yu,Yang, Hui-juan,Wang, Peng,&Ma, Wei.(2011).Fuzzy clustering based on semantic body and its application in Chinese spam filtering.International Journal of Digital Content Technology and its Applications,5(4),1-11.
MLA	Zhang, Qiu-yu,et al."Fuzzy clustering based on semantic body and its application in Chinese spam filtering".International Journal of Digital Content Technology and its Applications 5.4(2011):1-11.