AIOIC Cybersecurity & Web Attacks Intrusion Detection & Detection Techniques Report

I
need to write a research with at least 10 pages covering the below topics and
using the attached report as a guidence. New articles needed to be used and
shared with me at the end.

2.4 Detection techniques . . . . . . . . . . . . . . . . . . . . . . . . 35

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2.4.1 Stochastic techniques . . . . . . . . . . . . . . . . . . . . 36

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2.4.1.1 Statistical-based techniques . . . . . . . . . . . 36

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2.4.1.2 Markov chains . . . . . . . . . . . . . . . . . . 39

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2.4.2 Machine learning . . . . . . . . . . . . . . . . . . . . . . 42

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2.5 Importance of the number of training requests . . . . . . . . . . 45