Re: [logs] AI/adaptive/heuristic syslog analysis

From: Tina Bird (tbird@precision-guesswork.com)
Date: Thu Dec 20 2001 - 15:21:31 PST

  • Next message: dgillettat_private: "Re: [logs] AI/adaptive/heuristic syslog analysis"

    Hi Jon --
    
    Just in case you haven't yet seen this (but you might have,
    given the SRI address in your headers):
    
    http://www.sdl.sri.com/projects/emerald
    
    is this first thing I've found in this category, in the
    current round of revisions of my log analysis notes...
    
    On Thu, 20 Dec 2001, Jon Stearley wrote:
    
    > What experience, thinking/dreaming, and interest do people have in
    > making the computer learn what is and isn't "normal" in syslog output?
    > ie- having the computer process/classify syslog output (or, an
    > arbitrary stream) and present it in a high signal/noise ratio manner?
    > I'm not talking about writing regexps, I'm talking about having the
    > computer infer/learn the regexps (characterization information,
    > regardless of its form) over some training period (ie- ongoing), and
    > then presenting the analysis in a high signal/noise ratio manner.  it
    > could then tie into some action/response mechanism of which there are
    > many to choose from, but my interests are mainly in the learning
    > process.
    > 
    > My thinking/researching/hacking has ranged from using simple
    > statistics, LZ77, natural language modelling (WHIRL, SRILM, others),
    > and sequencing algorithms (only TEIRESIAS yet) in this effort.  It's
    > basically a statistics/signal-processing problem imho.  I don't get
    > paid for this and haven't put sufficient personal time on it to make a
    > huge amount of progress/success, but it looks quite likely that I'll
    > be able to spend more time on it in the coming year.
    > 
    > http://www.counterpane.com/log-analysis.html and other loggy spots I
    > know of are mostly "expert system" based (ie- we enumerate the expert
    > knowledge).  I know this ai/buzzword/etc approach is not particularly
    > new, but it does appear to me to be unsolved - interesting, at least.
    > 
    > I'm basically polling for pointers, experience/advice, and
    > collaborators.  Thanks!
    > 
    > 
    
    
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