Article View: sci.math.stat
Article #711Re: Calculating variances
From: Roy St. Laurent
Date: Fri, 20 Nov 1992 15:47
Date: Fri, 20 Nov 1992 15:47
37 lines
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2155 bytes
In article <luke.722264309@barney>, luke@cs.city.ac.uk (Luke Whitaker) writes:
|>
|> It seems that the only general rule for computing variances is for the sum or
|> difference of random variables (ie var(x+/-y) = var(x) + var(y)). What about
|> products, reciprocals and other arbitrary combinations of random variables.
|> I realise that this is non-trivial and that there is no simple answer as
|> there is for sums and differences but there must be techniques to get a
|> handle on this.
|>
|> Could someone point me in the right direction, references etc for this problem.
An approximate answer to your question is given by the delta-method -- a method
for finding the asymptotic variance of f(x) for some smooth function f(.), as a
function of var(x).
In the simplest case, the delta method gives:
approx var(f(x)) = f'(mu)^2 var(x)
where f'(mu) is the first derivative of f evaluated at mu=E(x).
For ratios of random variables and other functions, a more general
(multivariate) version of the delta method may be used. See either of the
references below for the details.
Ref'ns
Bishop,YMM, Fienberg,SE, & Holland, PW (1975). Discrete Multivariate Analysis:
Theory and Practice. MIT Press: Cambridge, Mass. p486-502.
Serfling, RJ (1980). Approximation Theorems of Mathematical Statistics. Wiley:
New York.
-- Roy St. Laurent
Biostatistics
Univ. of Mich.
roy@sol.biostat.med.umich.edu
--
-- Roy St. Laurent (roy@biostat.med.umich.edu)
"Even $10 calculators have sigma buttons. [I] haven't seen one with an
M-estimator button, yet." --Jerry Dallal in sci.math.stat
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Newsgroups: sci.math.stat Path: arc1-ca.pugleaf.net!sparky!uunet!caen!roy From: roy@biostat.med.umich.edu (Roy St. Laurent) Subject: Re: Calculating variances Message-ID: <TrG=-G=@engin.umich.edu> Date: Fri, 20 Nov 92 10:47:07 EST Organization: University of Michigan Biostatistics, Ann Arbor References: <luke.722264309@barney> Reply-To: roy@sol.biostat.med.umich.edu (Roy St. Laurent) Keywords: variance Originator: roy@sol Nntp-Posting-Host: sol.biostat.med.umich.edu Lines: 37