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Intelligible alarms: Explainable AI for SOC and IR

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Brief description:

Artificial intelligence is touching on different aspects of information security. One of them is detection. Detection usually goes under the administration of a SOC, and a SOC analyst. I want to see if I can define a good alarm, perhaps looking at the different stages in the cyber security kill chain, and then use this definition to form a set of demands a machine learning algorithm have to fill, in order to give a high valued alarm to a SOC analyst.

Further research could include demands for escalation of a threat.

This can also be seen from the point of view of the pyramid of pain. In order to understand the higher levels, what kind of demands/information do we need from an alarm?


 

Scope:

  • Defining a good alarm from a SOC point of view.

  • Evaluate how a good alarm can be translated to a set of demands, perhaps only scoping into one or more of the stages in the cyber security kill chan.

  • If possible: Evaluate how well machine learning algorithms can fulfill these demands

  • If possible: Define demands for further threat escalation, classically involving level 2 support, and the middle-leaders of an organization


 

Publisert 19. nov. 2020 14:33 - Sist endret 18. des. 2022 01:36

Veileder(e)

Student(er)

  • Håkon Svee Eriksson, MSc (Fullført juni 2022)

Omfang (studiepoeng)

30