Weibull fit to interval censored data

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Amirhossein Davoody
Amirhossein Davoody le 12 Déc 2019
I am trying to get the best weibull fit to some interval censored data. I know that wblfit function can handle right censored data, but it cannot handle interval censored data. Any help would be appreciated.

Réponses (1)

Jeff Miller
Jeff Miller le 12 Déc 2019
You can do this with Cupid. Here is an example:
% Generate some truncated Weibull data just to have an example
% of some data to fit:
SampleSize = 1000;
TrueOffset = 0;
TrueScale = 1.3;
TrueShape = 1.2;
x = wblrnd(TrueScale,TrueShape,SampleSize,1) + TrueOffset;
% Here are the truncation limits & truncated data.
LowerLim = 0.5;
UpperLim = 4;
xt = x(x>LowerLim & x<UpperLim);
% Set up a doubly-truncated Weibull in Cupid:
GuessOffset = 0;
GuessScale = 1.4;
GuessShape = 1.1;
w = Weibull(GuessScale,GuessShape,GuessOffset);
tw = TruncatedX(w,LowerLim,UpperLim);
% The next line will use xt to compute maximum likelihood estimates of the
% three Weibull parameters scale, shape, and offset
tw.EstML(xt,'rrrff') % The optional string 'rrrff' indicates that the first 3 parameters are
% free to vary as reals, and the last 2 parameters are fixed.
% The first 3 parameters are those of the Weibull, and the last two
% parameters are the lower/upper limits
% If you want to fix the offset, just change the third r to an f like this:
tw.EstML(xt,'rrfff')

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R2018a

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