通信学报
通信學報
통신학보
JOURNAL OF CHINA INSTITUTE OF COMMUNICATIONS
2013年
7期
71-80
,共10页
陆悠%罗军舟%李伟%于枫%夏怒
陸悠%囉軍舟%李偉%于楓%夏怒
륙유%라군주%리위%우풍%하노
用户行为评估%网络状态%影响力%粗糙集
用戶行為評估%網絡狀態%影響力%粗糙集
용호행위평고%망락상태%영향력%조조집
user behavior evaluation%network status%behavior effection%rough set
用户复杂的行为往往会导致网络状态出现波动,破坏网络平稳运行,由于指标及权重的主观性和静态性,传统评估方法难以准确衡量用户行为对网络状态变化的影响程度。因此引入粗糙集理论,构建一种面向网络状态的自适应用户行为评估方法,使用属性约简和属性重要度方法对用户行为和网络状态数据进行挖掘,分析用户行为与网络状态变化的关联程度,以此自适应构建评估指标及权重,并随用户行为变化而动态调整,从而准确地量化用户行为对网络状态变化的影响程度。实验结果表明,该评估方法有助于准确发现造成网络状态变化的用户及其行为,能够为加强对用户行为的管控提供有效支持。
用戶複雜的行為往往會導緻網絡狀態齣現波動,破壞網絡平穩運行,由于指標及權重的主觀性和靜態性,傳統評估方法難以準確衡量用戶行為對網絡狀態變化的影響程度。因此引入粗糙集理論,構建一種麵嚮網絡狀態的自適應用戶行為評估方法,使用屬性約簡和屬性重要度方法對用戶行為和網絡狀態數據進行挖掘,分析用戶行為與網絡狀態變化的關聯程度,以此自適應構建評估指標及權重,併隨用戶行為變化而動態調整,從而準確地量化用戶行為對網絡狀態變化的影響程度。實驗結果錶明,該評估方法有助于準確髮現造成網絡狀態變化的用戶及其行為,能夠為加彊對用戶行為的管控提供有效支持。
용호복잡적행위왕왕회도치망락상태출현파동,파배망락평은운행,유우지표급권중적주관성화정태성,전통평고방법난이준학형량용호행위대망락상태변화적영향정도。인차인입조조집이론,구건일충면향망락상태적자괄응용호행위평고방법,사용속성약간화속성중요도방법대용호행위화망락상태수거진행알굴,분석용호행위여망락상태변화적관련정도,이차자괄응구건평고지표급권중,병수용호행위변화이동태조정,종이준학지양화용호행위대망락상태변화적영향정도。실험결과표명,해평고방법유조우준학발현조성망락상태변화적용호급기행위,능구위가강대용호행위적관공제공유효지지。
With the development of network, user’s complex and dynamic behaviors often lead to unexpected fluctuations of network status, and these fluctuations take great challenge to the stability of network. It is difficult to evaluate user be-havior’s affection on network status fluctuations for traditional methods because of their subjectivity and static drawbacks. An evaluation method was proposed, which analyses the correlation between the user’s behavior and network status fluc-tuations based on actual data of behavior and network status, by means of rough set attribute reduction and attribute im-portance. This method can construct and dynamically adjust the evaluation indexes and their weight adaptive from the actual data. The evaluation results show this method can help to detect and manage users who affect the stability of net-work, and provide effective support to control users and their behavior.