Path Scanning For The Detection Of Anomalous Subgraphs And Use Of Dns Requests And Host Agents For Anomaly/Change Detection And Network Situational Awareness
- Los Alamos NM, US Michael Edward Fisk - Los Alamos NM, US Alexander William Brugh - Los Alamos NM, US Curtis Byron Storlie - Jemez Springs NM, US Benjamin Uphoff - Los Alamos NM, US Alexander Kent - Los Alamos NM, US
Assignee:
Triad National Security, LLC - Los Alamos NM
International Classification:
H04L 29/06 G06N 5/02 G06N 7/00 H04L 1/00
Abstract:
A system, apparatus, computer-readable medium, and computer-implemented method are provided for detecting anomalous behavior in a network. Historical parameters of the network are determined in order to determine normal activity levels. A plurality of paths in the network are enumerated as part of a graph representing the network, where each computing system in the network may be a node in the graph and the sequence of connections between two computing systems may be a directed edge in the graph. A statistical model is applied to the plurality of paths in the graph on a sliding window basis to detect anomalous behavior. Data collected by a Unified Host Collection Agent (“UHCA”) may also be used to detect anomalous behavior.
Path Scanning For The Detection Of Anomalous Subgraphs And Use Of Dns Requests And Host Agents For Anomaly/Change Detection And Network Situational Awareness
- Los Alamos NM, US Michael Edward Fisk - Los Alamos NM, US Alexander William Brugh - Los Alamos NM, US Curtis Byron Storlie - Jemez Springs NM, US Benjamin Uphoff - Los Alamos NM, US Alexander Kent - Los Alamos NM, US
Assignee:
Los Alamos National Security, LLC - Los Alamos NM
International Classification:
H04L 29/06 G06N 7/00
Abstract:
A system, apparatus, computer-readable medium, and computer-implemented method are provided for detecting anomalous behavior in a network. Historical parameters of the network are determined in order to determine normal activity levels. A plurality of paths in the network are enumerated as part of a graph representing the network, where each computing system in the network may be a node in the graph and the sequence of connections between two computing systems may be a directed edge in the graph. A statistical model is applied to the plurality of paths in the graph on a sliding window basis to detect anomalous behavior. Data collected by a Unified Host Collection Agent (“UHCA”) may also be used to detect anomalous behavior.
Path Scanning For The Detection Of Anomalous Subgraphs And Use Of Dns Requests And Host Agents For Anomaly/Change Detection And Network Situational Awareness
- Los Alamos NM, US Michael Edward Fisk - Los Alamos NM, US Alexander William Brugh - Los Alamos NM, US Curtis Lee Hash - Santa Fe NM, US Curtis Byron Storlie - Jemez Springs NM, US Benjamin Uphoff - Los Alamos NM, US Alexander Kent - Los Alamos NM, US
Assignee:
Los Alamos National Security, LLC - Los Alamos NM
International Classification:
H04L 29/06 G06N 7/00
Abstract:
A system, apparatus, computer-readable medium, and computer-implemented method are provided for detecting anomalous behavior in a network. Historical parameters of the network are determined in order to determine normal activity levels. A plurality of paths in the network are enumerated as part of a graph representing the network, where each computing system in the network may be a node in the graph and the sequence of connections between two computing systems may be a directed edge in the graph. A statistical model is applied to the plurality of paths in the graph on a sliding window basis to detect anomalous behavior. Data collected by a Unified Host Collection Agent (“UHCA”) may also be used to detect anomalous behavior.
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