Article View: sci.math.stat
Article #577Re: Is the logarithmic transformation monotonic?
From: Bill Venables
Date: Thu, 12 Nov 1992 16:36
Date: Thu, 12 Nov 1992 16:36
35 lines
2156 bytes
2156 bytes
>>>>> "Michael" == mikef <mikef@dph1.health.su.OZ.AU> writes:
Michael> I have needed to make comparisons between variances of some random
Michael> variable X, var(X). Specifically, I needed to know if var(X=a) >
Michael> var(X=b). However, I was only able to compute var(lnX), and have
Michael> made the comparison between var(ln{X=a}) and var(ln{X=b}).
As it stands Michael this does not really make any sense. However if your
question amounts to the following:
"Is it true that var[log(X)] > var[log(Y)] implies var[X] > var[Y] where
X and Y are positive random variables?"
then the answer is "No, it doesn't", (even though log(x) is indeed a
monotone increasing function for positive values of x).
Just consider a simple sample case and put, say ,
X = {110, 120, 130} and Y = {10, 11, 12}.
Then var[X] = 100 and var[Y] = 1 so var[X] > var[Y].
On the other hand var[log(X)] = .0069808 and var[log(Y)] = .008316 so
var[log(X)] < var[log(Y)].
It comes about because on the one hand var[c + X] is the same for all
constants c, whereas var[log(c*X)] is the same for all positive constants
c. By trading these off one against the other you can make the direction
of the inequalities go either way.
Bill
--
___________________________________________________________________________
Bill Venables, Dept. of Statistics, | Email: venables@stats.adelaide.edu.au
Univ. of Adelaide, South Australia. | Tel: +61 8 228 5412 Fax: ...232 5670
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Path: arc1-ca.pugleaf.net!sparky!uunet!cis.ohio-state.edu!zaphod.mps.ohio-state.edu!rpi!batcomputer!munnari.oz.au!yoyo.aarnet.edu.au!news.adelaide.edu.au!news.adelaide.edu.au!wvenable From: wvenable@algona.stats.adelaide.edu.au (Bill Venables) Newsgroups: sci.math.stat Subject: Re: Is the logarithmic transformation monotonic? Date: 12 Nov 92 16:36:19 Organization: Department of Statistics, University of Adelaide Lines: 35 Message-ID: <WVENABLE.92Nov12163619@algona.stats.adelaide.edu.au> References: <1992Nov12.045820.4074@ucc.su.OZ.AU> NNTP-Posting-Host: algona.stats.adelaide.edu.au In-reply-to: mikef@dph1.health.su.OZ.AU's message of Thu, 12 Nov 1992 04:58:20 GMT