To Profile or To Marginalize -- A SMEFT Case Study
arXiv:2208.08454 · doi:10.21468/SciPostPhys.16.1.035
Abstract
Global SMEFT analyses have become a key interpretation framework for LHC physics, quantifying how well a large set of kinematic measurements agrees with the Standard Model. This agreement is encoded in measured Wilson coefficients and their uncertainties. A technical challenge of global analyses are correlations. We compare, for the first time, results from a profile likelihood and a Bayesian marginalization for a given data set with a comprehensive uncertainty treatment. Using the validated Bayesian framework we analyse a series of new kinematic measurements. For the updated dataset we find and explain differences between the marginalization and profile likelihood treatments.
38 pages, 27 figures
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- Inferring correlated distributions: boosted top jets
- Tracing the bottom electroweak dipole operators at future lepton colliders