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General likelihood fitting with zfit & hepstats

Authors: Jonas Eschle; Albert Puig Navarro; Rafael Silva Coutinho; Nicola Serra; Marinangeli Matthieu;

General likelihood fitting with zfit & hepstats

Abstract

Likelihood fits and inference are an essential part of most analyses in HEP. While some fitting libraries specialize on specific types of fits, zfit offers a general model fitting library. This tutorial will introduce fitting with zfit and hepstats. The introduction will cover unbinned and binned model building, custom models, simultaneous fits and toy studies to cover most of the use-cases in HEP. Furthermore, hepstats will be used for statistical inference of limit setting, significance and sWeights. Other libraries from Scikit-HEP will be touched upon for data loading, plotting, binning, minimization - all in the context of likelihood fits.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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