In this paper, we describe an algorithm that uses the k-NN technology to help detect threatening behavior in a computer network or a cloud. The k-NN technology is very simple and yet very powerful. It has several disadvantages and if they are removed the k-NN can be an asset to detect malicious behavior.
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