软件学报
軟件學報
연건학보
JOURNAL OF SOFTWARE
2014年
7期
1505-1526
,共22页
网络水军识别%社交网络水军%电子商务水军%邮件水军%水军机器人
網絡水軍識彆%社交網絡水軍%電子商務水軍%郵件水軍%水軍機器人
망락수군식별%사교망락수군%전자상무수군%유건수군%수군궤기인
Web spammer detection%social network spammer%online shopping Websites spammer%E-mail spammer%spam bot
网络水军识别关键技术已成为当前数据挖掘领域最为活跃的研究之一。如何挖掘海量用户信息中潜藏的网络水军特征与行为模式,从而发现网络水军,以维护良好的网络环境,保障合理的网络秩序,已成为一项十分具有挑战性的工作。对比传统与新型网络水军识别研究,从识别特征角度对近几年内网络水军识别研究进展进行综述,对其关键技术和效用评价进行了前沿概括、比较和分析,并对网络水军识别中有待深入研究的难点和发展趋势进行了展望。
網絡水軍識彆關鍵技術已成為噹前數據挖掘領域最為活躍的研究之一。如何挖掘海量用戶信息中潛藏的網絡水軍特徵與行為模式,從而髮現網絡水軍,以維護良好的網絡環境,保障閤理的網絡秩序,已成為一項十分具有挑戰性的工作。對比傳統與新型網絡水軍識彆研究,從識彆特徵角度對近幾年內網絡水軍識彆研究進展進行綜述,對其關鍵技術和效用評價進行瞭前沿概括、比較和分析,併對網絡水軍識彆中有待深入研究的難點和髮展趨勢進行瞭展望。
망락수군식별관건기술이성위당전수거알굴영역최위활약적연구지일。여하알굴해량용호신식중잠장적망락수군특정여행위모식,종이발현망락수군,이유호량호적망락배경,보장합리적망락질서,이성위일항십분구유도전성적공작。대비전통여신형망락수군식별연구,종식별특정각도대근궤년내망락수군식별연구진전진행종술,대기관건기술화효용평개진행료전연개괄、비교화분석,병대망락수군식별중유대심입연구적난점화발전추세진행료전망。
With its rising popularity, as evidenced in social networks, online shopping platforms and email systems, detection of Web spammer has already become one of the hottest topics in the data mining field. The main challenge of Web spammer detection is how to recognize spammer behavior patterns by examining spammer features and attributes from big dataset in order to limit the proliferation of Internet spam and insure quality of Internet service. This paper presents an overview of Web spammer detection, along with a comparison over the difference between traditional and burgeoning spammer detection approaches. The key techniques and evaluation methods are classified and discussed from several aspects. At last, the prospects for future development and suggestions for possible extensions are emphasized.