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    • 3. 发明授权
    • Method and apparatus for automatically constructing application signatures
    • 自动构建应用程序签名的方法和装置
    • US07620807B1
    • 2009-11-17
    • US11056896
    • 2005-02-11
    • Oliver SpatscheckSubhabrata SenDongmei Wang
    • Oliver SpatscheckSubhabrata SenDongmei Wang
    • H04L29/06
    • H04L47/10H04L47/2441H04L69/22
    • The present invention relates to a method and system for the automated construction of application signatures. In one example, an approach for automatically constructing accurate signatures for individual applications, with minimal human involvement or application domain knowledge, is provided. Given a training data set containing the application traffic, the Automated Construction of Application Signatures (ACAS) system uses a combination of statistical, information theoretic and combinatorial optimization techniques, to derive application-layer signatures from the payload of packets, e.g., IP packets. Evaluations with a range of applications demonstrate that the derived signatures are very accurate and scale to identifying a large number of flows in real time on high-speed links.
    • 本发明涉及一种用于自动构建应用签名的方法和系统。 在一个示例中,提供了一种用于以最小的人为参与或应用领域知识为个体应用自动构建准确签名的方法。 给定包含应用流量的训练数据集,自动构建应用签名(ACAS)系统使用统计,信息理论和组合优化技术的组合,从分组的有效载荷(例如IP分组)中导出应用层签名。 使用一系列应用程序的评估表明,派生的签名非常准确,可扩展到在高速链路上实时识别大量的流量。
    • 7. 发明授权
    • System for internet scale visualization and detection of performance events
    • 用于互联网规模可视化和性能事件检测的系统
    • US08671183B2
    • 2014-03-11
    • US12967869
    • 2010-12-14
    • Shobha VenkataramanJeffrey PangSubhabrata SenOliver Spatscheck
    • Shobha VenkataramanJeffrey PangSubhabrata SenOliver Spatscheck
    • H04L12/26
    • H04L43/045H04L43/0852
    • A system for visualization of performance measurements is disclosed. The system may include an electronic data processor configured to receive a stream of the performance measurements and select a maximum number of leaf nodes of a plurality of nodes for use in an adaptive decision tree. Additionally, the electronic processor may be configured to determine a depth of each branch in the adaptive decision tree needed to differentiate performance among internet protocol addresses in an internet protocol prefix of each node. Each of the plurality of nodes may be annotated with a predicted latency category and the processor may be configured to generate the adaptive decision tree based on the maximum number of leaf nodes selected, the depth of each branch determined, the predicted latency category, and on the stream of performance measurements associated with the network. Moreover, the processor may display the adaptive decision tree.
    • 公开了用于可视化性能测量的系统。 该系统可以包括电子数据处理器,其被配置为接收性能测量的流并且选择用于自适应决策树中的多个节点的最大数量的叶节点。 此外,电子处理器可以被配置为确定在每个节点的因特网协议前缀中的互联网协议地址之间区分性能所需的自适应决策树中的每个分支的深度。 可以利用预测的等待时间类别对多个节点中的每一个进行注释,并且处理器可以被配置为基于所选择的叶节点的最大数目,所确定的每个分支的深度,预测的等待时间类别和开启来生成自适应决策树 与网络相关的性能测量流。 此外,处理器可以显示自适应决策树。