[R] Fitting of lognormal distribution to lower tail experimental data
David Winsemius
dwinsemius at comcast.net
Fri Jan 16 14:29:59 CET 2009
On Jan 16, 2009, at 3:39 AM, Mattias Brännström wrote:
> Hi,
>
> I am beginner with R and need firm guidance with my problem. I have
> seen
> some other threads discussing the subject of right censored data,
> but I am
> not sure whether or not this problem can be regarded as such.
>
> Data:
> I have a vector with laboratory test data (strength of wood specimens,
> example attached as txt-file). This data is the full sample. It is a
> common view that this kind of data follows a lognormal distribution.
But it's not in this case. See attached summary and QQ plots.
> wood <- read.table("C30.txt")
> str(wood)
'data.frame': 697 obs. of 1 variable:
$ V1: num 14.8 16.1 17.5 20.1 21.7 ...
> summary(wood)
V1
Min. :14.81
1st Qu.:39.45
Median :45.92 # median is suspiciously close to the mean
Mean :45.80
3rd Qu.:52.41 # hinges also symmetric
Max. :75.70
> qqnorm(log(wood$V1))
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>
> qqnorm(wood$V1)
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The tails do not appear to be systematically different either, so it
looks like both premises of the analysis are not found in this data.
--
David Winsemius
>
>
> Background:
> When fitting a distribution to the lower tail, it will usually be very
> different compared to fitting the whole data. The lower tail COV is
> the
> decisive measure in my analysis (due to resistance estimations of
> buildings).
>
> Problem:
> I would like to fit a lognormal distribution to the 10%-lower tail
> of the
> attached data.
>
> Question:
> Which function would you recommend me to use, and how to formulate
> it in R
> using the attached data?
>
>
> Best regards,
> Mattias Brännström
>
> PhD student
> Luleå Technical
> University<C30.txt>______________________________________________
> R-help at r-project.org mailing list
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> and provide commented, minimal, self-contained, reproducible code.
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