Highly boosted dielectron identification in proton-proton collisions at $\sqrt{s}$ = 13 TeV
CMS Collaboration

TL;DR
This paper introduces a new technique for identifying highly boosted dielectron pairs in proton-proton collisions at 13 TeV using multivariate models, achieving high efficiency in the CMS detector.
Contribution
The paper develops and validates a novel dielectron identification method for highly boosted pairs, utilizing two multivariate models and energy correction techniques.
Findings
Efficiency of 80% for boosted J/ψ decays into dielectrons.
Efficiency of about 60% for single-track dielectron candidates from photon conversions.
Effective energy correction method developed for dielectron candidates.
Abstract
A new technique is developed to identify dielectrons (ee) with Lorentz boost 20 that produce one single merged cluster in the electromagnetic calorimeter of the CMS detector. The identification uses two multivariate models: one for the case where both electron tracks are reconstructed, and another where only one of the tracks is reconstructed. The efficiency is determined using proton-proton collision data collected at a center-of-mass energy of 13 TeV. Boosted J/ mesons decaying into ee pairs are used to estimate the efficiency of the model with two tracks, yielding an overall efficiency of 80%. The Z events, where the photon converts into a collimated dielectron, are used for the model with a single track, yielding an efficiency of about 60%. A dedicated energy correction for dielectron candidates is also…
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