A Junk Mail Filtering Method Based on LSA and FSVM

doi:10.1109/FSKD.2008.656

IR > 计算机与通信学院

	A Junk Mail Filtering Method Based on LSA and FSVM
	Sun, Jing-tao 1; Zhang, Qiu-yu2 ; Yuan, Zhan-ting 2; Huang, Wen-han 3; Yan, Xiao-wen 4; Dong, Xan-she 2
	2008
会议名称	FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 3, PROCEEDINGS
页码	111-+
出版地	10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA
出版者	IEEE COMPUTER SOC
摘要	When we apply SVM (Support Vector Machine) method to filter spam, there will be a problem that data sets are too large to be solved in the algorithm. So we present a novel approach which is a method of combination of LSA (Latent semantic analysis) and FSVM (Fuzzy Support Vector Machine). In the process of data set building, we adopt LSA method to handle the problem which data sets lies in implicit semantic kindred words and yawp words. Meanwhile, the data sets will be decreased by using this method and it improves the training efficiency largely. Experimental results show that this method outperformed the SVM and Nave Byes filter algorithm in aspect of recall rate. In 3 kinds of methods, the function of combination of LSA and FSVM is better than other's and its ability of classification identifies is best among them. The experiments show the expected results obtained, and the feasibility and advantage of the new method is validated.
DOI	10.1109/FSKD.2008.656
语种	英语
WOS研究方向	Computer Science ; Engineering ; Robotics
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Hardware & Architecture ; Computer Science, Information Systems ; Engineering, Biomedical ; Robotics
WOS记录号	WOS:000264269100019
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	会议论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/38061
专题	计算机与通信学院电气工程与信息工程学院
作者单位	1.Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou 730050, Peoples R China; 2.Lanzhou Univ Technol, Coll Comp & Commun, Lanzhou 730050, Peoples R China; 3.Shaanxi Univ Technol, Dept Comp Sci & Technol, Hanzhong 723003, Peoples R China; 4.Shaanxi Xiyu Highway Corp Ltd, Shaanxi Highway Grp Co, Hancheng 715400, Peoples R China
第一作者单位	电气工程与信息工程学院
推荐引用方式 GB/T 7714	Sun, Jing-tao,Zhang, Qiu-yu,Yuan, Zhan-ting,et al. A Junk Mail Filtering Method Based on LSA and FSVM[C]. 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA:IEEE COMPUTER SOC,2008:111-+.