Algorithms for log analysis

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Good afternoon.

Interested in algorithms for log analysis programs, and not statistical (which simply count the number of certain words/events), and intelligent. For example, our program prints any data in the log. At this time, the analyzer produces some computation, finds all possible patterns. At some point of time in the program occurs an event that disrupts the regularities and it shows us the analyzer.

Somebody faced with similar algorithms?
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2 Answers

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In any case, the writing of the parsing algorithm, the log will have to do fixed.
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If you use AI, it is quite bulky and a long way.
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If a fixed algorithm is not suitable, create an analytical algorithm that for a fixed basis of characteristics (questions) will issue recommendations (answers). For gugleniya — expert system.
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Use Bayes probability test. Collect statistics, "normal" according to the statistics data of the train as 1, crazy full as 0.
Then use the data for analysis.
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