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    Re: Rejecting outliers: was: Kurtosis.
    From: George Huxtable
    Date: 2010 Dec 31, 23:47 -0000

    Peter Hakel wrote-
    
    | The issue may be partly of terminology; what George calls a "blunder" may
    be an
    | unavoidable occurrence in a process whose probability distribution
    inherently
    | has a "fat tail."
    
    There will inevitably be additional blunders of such a nature that it's
    difficult or impossible to apply any sort of distribution to them. A
    noted-down digit, misread or badly written in dim light. The mistake, that
    almost every navigator makes at least once, of exactly reading a micrometer
    drum, but  reading the scale-of-degrees as one too many, especially when
    the minutes approach 60. Or the similar error, made by Lewis and Clark
    again and again, of getting the seconds-hand of a chronometer carefully
    right, but making a one-minute error in reading the minutes hand. Such
    errors will never be eliminated. A good observer may well strangle some at
    birth, but then any such pre-filtering will have its own effect on the
    resulting distribution of errors.
    
    But just as Peter suggests, it may well be that for some reason the
    distribution of altitude errors may indeed have a fatter tail than the
    traditional Gaussian model would imply. Before we accept that, it needs to
    be convincingly demonstrated that it really is so, and by how much. Such
    evidence, relating to sextant altitudes, might exist, but Frank has not yet
    demonstrated it in a convincing manner.
    
    | I think Frank's point
    | is that they may even be applicable to imperfect human navigators on
    small boats
    | in bad weather attempting to do their best with sextants of varying
    mechanical
    | quality.
    
    Yes, but as I pointed out, under different circumstances such as bad
    weather, the breadth of the resulting distribution will then change. If
    those results are then conflated with observations made under better
    circumstances, the merging will create a misleading appearance of a
    non-Gaussian distribution.
    
     | This may be one of those things that just might lead to intriguing
    results upon further study.
    
    Indeed, it might. First, it needs to be demonstrated that such a shape of
    error-distribution really does apply to our observations at sea. Then, if
    that's found to be the case, it needs to be quantified, and finally, we
    need to learn how to apply that knowledge to make the most of our
    observations.
    
    George.
    
    contact George Huxtable, at  george{at}hux.me.uk
    or at +44 1865 820222 (from UK, 01865 820222)
    or at 1 Sandy Lane, Southmoor, Abingdon, Oxon OX13 5HX, UK.
    
    
    
    
    

       
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