METHOD AND APPARATUS FOR COMPUTING CELL DENSITY BASED RARENESS FOR USE IN ANOMALY DETECTION
    1.
    发明申请
    METHOD AND APPARATUS FOR COMPUTING CELL DENSITY BASED RARENESS FOR USE IN ANOMALY DETECTION 审中-公开
    用于计算细胞密度的稀有度的方法和装置用于异常检测

    公开(公告)号:US20160359685A1

    公开(公告)日:2016-12-08

    申请号:US15091061

    申请日:2016-04-05

    CPC classification number: H04L41/16 G06N7/005 H04L41/142 H04L43/062

    Abstract: In one embodiment, a method includes receiving network data at an analytics device, grouping features of the network data into multivariate bins, generating a density for each of the multivariate bins, computing a rareness metric for each of the multivariate bins based on a probability of obtaining a feature in a bin and the probability for all other of the multivariate bins with equal or smaller density, and identifying anomalies based on computed rareness metrics. An apparatus and logic are also disclosed herein.

    Abstract translation: 在一个实施例中,一种方法包括在分析装置处接收网络数据,将网络数据的特征分组成多变量仓,为每个多变量仓产生密度,基于多变量仓的概率计算每个多变量仓的稀有度度量 获得bin中的特征以及具有相同或更小密度的所有其他多变量箱的概率,以及基于计算的稀有度度量来识别异常。 本文还公开了一种装置和逻辑。

    DOMAIN NAME SYSTEM (DNS) BASED ANOMALY DETECTION
    3.
    发明申请
    DOMAIN NAME SYSTEM (DNS) BASED ANOMALY DETECTION 审中-公开
    域名系统(DNS)基于异常检测

    公开(公告)号:US20160359887A1

    公开(公告)日:2016-12-08

    申请号:US15097236

    申请日:2016-04-12

    CPC classification number: H04L63/1425 H04L61/1511 H04L61/2514

    Abstract: In one embodiment, a method includes receiving at an analytics module operating at a network device, network traffic data collected from a plurality of sensors distributed throughout a network and installed in network components to obtain the network traffic data, identifying at the analytics module, Domain Name System (DNS) exchanges within the network, associating at the analytics module, the DNS exchanges with process, user, and host information, and identifying at the analytics module, anomalies in the DNS exchanges. An apparatus and logic are also disclosed herein.

    Abstract translation: 在一个实施例中,一种方法包括:在分布在网络设备上的分析模块接收从分布在整个网络上的多个传感器收集并安装在网络组件中的网络流量数据,以获得网络流量数据,在分析模块识别域 在网络内的名称系统(DNS)交换,在分析模块关联,DNS与进程,用户和主机信息交换,以及在分析模块识别DNS交换中的异常。 本文还公开了一种装置和逻辑。

    Domain name system (DNS) based anomaly detection

    公开(公告)号:US10079846B2

    公开(公告)日:2018-09-18

    申请号:US15097236

    申请日:2016-04-12

    CPC classification number: H04L63/1425 H04L61/1511 H04L61/2514

    Abstract: In one embodiment, a method includes receiving at an analytics module operating at a network device, network traffic data collected from a plurality of sensors distributed throughout a network and installed in network components to obtain the network traffic data, identifying at the analytics module, Domain Name System (DNS) exchanges within the network, associating at the analytics module, the DNS exchanges with process, user, and host information, and identifying at the analytics module, anomalies in the DNS exchanges. An apparatus and logic are also disclosed herein.

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