[R] Fitting power laws to size distribution data
Gough Lauren
lgxlg1 at nottingham.ac.uk
Fri Jul 10 11:20:23 CEST 2009
Hi,
I have several datasets recording the size of individuals shrubs. I
would like to test various distribution functions to see which fits my
data most closely. So far I have used the fitdistr tool in the MASS
package to get the parameter estimates for the best-fit lognormal,
exponential and two-paramater Weibull functions. I have compared the
fit of these functions using AIC.
I would also like to fit a power function of the form f(D) = kD(^-r)
(this is the form most of the relevant literature uses) obtaining
estimates of the exponent (r). However, the power function does not
appear to be supported by fitdistr.
I have searched the forums and the internet and found a few ways of
fitting power functions, but having run them they are giving me wildly
different exponent estimates.
Can anyone suggest a relaible way of fitting power functions?
Many thanks
Lauren
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