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    • 4. 发明申请
    • SYSTEM AND METHOD FOR SPAMMER HOST DETECTION FROM NETWORK FLOW DATA PROFILES
    • 用于从网络流量数据配置文件进行垃圾邮件主机检测的系统和方法
    • WO2014011799A1
    • 2014-01-16
    • PCT/US2013/049964
    • 2013-07-10
    • TELCORDIA TECHNOLOGIES, INC.KDDI CORPORATION
    • VASHIST, AkshayGOTTLIEB, Yitzchak, M.GHOSH, AbhrajitSAWAYA, YukikoKUBOTA, Ayumu
    • H04L29/06
    • H04L63/101H04L51/12H04L63/1425
    • A system and method for spammer host detection from network flow data profiles comprises constructing one or more cluster profiles and detecting spammer hosts. Construction cluster profiles comprises observing network flow data from one or more hosts; for each host, representing the network flow data associated with the host as a multidimensional vector; clustering the vectors of the hosts into the plurality of cluster profiles; annotating each cluster profile using at least one of black lists and white lists; and calculating a confidence in each cluster profile annotation. Detecting spammer hosts comprises observing the network flow data from a new host; representing the network flow data associated with the new host as a multidimensional vector, and placing the new multidimensional vector of the new host into one cluster profile of the one or more cluster profiles.
    • 用于从网络流数据简档发送垃圾邮件主机检测的系统和方法包括构建一个或多个集群简档并检测垃圾邮件发送者主机。 构建集群配置文件包括观察来自一个或多个主机的网络流数据; 对于每个主机,将与主机相关联的网络流数据表示为多维向量; 将主机的向量聚类成多个集群简档; 使用黑名单和白名单中的至少一个来标注每个群集简档; 并计算每个聚类配置文件注释的置信度。 检测垃圾邮件发送者主机包括观察来自新主机的网络流数据; 将与新主机相关联的网络流数据表示为多维向量,以及将新主机的新多维向量放置到一个或多个集群简档的一个集群简档中。