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With the ever increasing amount of new attacks in today's world the amount of data will keep increasing, and because of the base-rate fallacy the amount of false alarms will also increase. Another problem with detection of attacks is that they usually isn't detected until after the attack has taken place, this makes defending against attacks hard and can easily lead to disclosure of sensitive information.
Rıad et al. (Mon,) studied this question.