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基于短信发送模式的垃圾号码过滤算法
引用本文:竺吴辉,王美清.基于短信发送模式的垃圾号码过滤算法[J].计算机应用,2012,32(12):3565-3568.
作者姓名:竺吴辉  王美清
作者单位:福州大学 数学与计算机科学学院,福州 350108
基金项目:福建省自然科学基金资助项目(2010J01328)
摘    要:在一个垃圾短信泛滥的时代,清除垃圾短信将耗费大量的时间和精力,挖掘垃圾短信的发送特征是解决这一问题的关键。在分析现有的短信过滤机制(算法)的基础上,根据中值滤波的思想,将短信发送者离散的交互单元合并成一个连续的交互单元,进而提出有效交互周期的概念,以入出比、有效交互周期等特征建立垃圾短信的综合过滤算法。通过对2000万条真实短信记录进行实验,统计得到过滤算法针对垃圾短信的查全率达到99.51%,查准率为49.90%。实验结果表明,算法提高了垃圾短信检测的效率和速度,可适用于垃圾短信实时拦截技术。

关 键 词:垃圾短信  交互单元  有效交互周期  入出比  查准率  查全率  
收稿时间:2012-06-13
修稿时间:2012-07-24

Spam phone number filtering method based on SMS submission pattern
ZHU Wu-hui,WANG Mei-qing.Spam phone number filtering method based on SMS submission pattern[J].journal of Computer Applications,2012,32(12):3565-3568.
Authors:ZHU Wu-hui  WANG Mei-qing
Affiliation:College of Mathematics and Computer Science, Fuzhou University, Fuzhou Fijian 350108, China
Abstract:In a time flooded with massive spam messages, clearing them waste a huge amount of effort and time. The mining sent feature of spam messages is the key to solving this problem. On the basis of analyzing current text-message filtering mechanisms, an effective interaction period is proposed by combining the discrete interaction units of the message sender into a consecutive interaction unit according to the essence of median filter. Utilizing the ratio of input to output and Effective Interaction Period (EIP), a general filtering algorism of spam message is built. Experimenting on 20 millions real messages, the recall ratio of the proposed algorithm is 99.51% and the precision ratio is 49.90%. The experimental results indicate that the novel algorism greatly enhances the efficiency and velocity of detection, which can be applied to spam messages real-time intercepted technology.
Keywords:spam message  interaction unit  EIP  the ratio of input to output  precision ratio  recall ratio  
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