How long does it take for machine learning to baseline device behavior?

How long does it take for machine learning to baseline device behavior?

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Created On 05/26/20 23:29 PM - Last Modified 07/19/22 22:41 PM


Question


How long does it take for machine learning to baseline device behavior?

Environment


IoT Security
Visibility and Security


Answer


Firewalls need to obtain approximately 14 days of traffic for each device to establish minimal device behavior baselines. For devices which are not active every day, this process will take longer than 14 days.

Further data received by firewalls allows the baselines to be refined, ultimately resulting in less than 1% false positive alerts.


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