I'm researching log analysis methods that deviate from the standard pattern matching techniques. Specifically, I'm looking for research papers or log analysis tools on machine learning, statistical, and probabilistic approaches. Messages on this list have touched on these topics in the past year or two, but there were few concrete references. Examples that come to mind are a network traffic baselines paper, a SANS certification practical, and the product Pig Sentry. Do you know of academic papers, whitepapers, open source software, or commercial products that employ the methods mentioned above to analyze logs. Any leads will be appreciated, and I'll certainly share the compiled reference list and eventually my research with the list. Many thanks, -John Reuning ibiblio.org
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