Anomaly-Based IDS
Anomaly-Based IDS
Anomaly-based IDS do not use static signatures to detect
potential security events. Rather, these IDS use network traffic baselines to
determine a "normal" state for the network and compare current traffic to that
baseline. If network anomalies occur, the IDS alerts security administrators.
Two types of anomaly-based systems exist, behavior anomaly and
protocol anomaly IDS. Both use the same type of statistical calculations to
determine whether current traffic deviates from "normal" traffic, yet they
specifically track different attributes. Behavior anomaly systems tend to
monitor network resources using timing, volume, and similar resource
characteristics while protocol anomaly IDS typically monitor application-level
traits such as RFC compliancy and other operational protocol content attributes.
As compared to a signature-based IDS, an anomaly-based IDS
has the potential to detect new attack vectors as they occur. Anomaly IDS,
however, can suffer from numerous false positives as security administrators
attempt to determine the dynamic definition of "normal" network operations.
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