Hi,
I have a question concerning the treatment of model uncertainties in RooFit:
in my application, I fit template histograms (represented by RooHistPdf) for signal and background processes to a distribution observed in data (represented by RooDataHist), in order to determine normalization factors for the signal and the background.
The model that I use in the fit is a RooAddPdf (which has two components: the RooHistPdf for the signal and the RooHistPdf for the background) and the parameter that I fit is the relative contribution of the two RooHistPdfs to the distribution observed in data.
I am using the RooFit version included in ROOT 5.18/00a .
I observe that the uncertainties on the signal and background model (represented by bin errors of the RooHistPdfs) are neglected by the fit (as a test, I set all bin errors to zero and observed that the fit returned identical results).
At first, I thought, the negligence of the uncertainties would not affect the central values of the fit, only their estimated uncertainties.
I then wrote a small test program to test this and it seems that this is not the case - the results of the fit do seem to depend on the statistical precision of the signal and background Pdfs.
In the attached test program, I get very different results for the relative fraction of signal and background. The fit results seem to overestimate (underestimate) the Pdf which has larger statistical uncertainties.
(models which fluctuate significantly are âpenalizedâ by the fit)
In my application, I do not have control over the statistical precision of the signal and background templates (because they are both determined from data and have very different cross-sections).
Can you please advise me if it is possible to avoid the dependency of the fit results on the statistical precision of the signal and background templates and what I shall do ?
Thank you very much,
Christian
(the test program and plot of the fit results for 1000 âtoy experimentsâ are available also at desy.de/~veelken/bgEstTemplateShapeTest.ps in case there is a problem with the attachment)
bgEstTemplateShapeTest.ps (12.5 KB)
bgEstTemplateShapeTest.C (5.42 KB)