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Thinking outside the ROCs: Designing Decorrelated Taggers (DDT) for jet substructure
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Thinking outside the ROCs: Designing Decorrelated Taggers (DDT) for jet substructure
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We explore the scale-dependence and correlations of jet substructure observables to improve upon existing techniques in the identification of highly Lorentz-boosted objects. Modified observables are designed to remove correlations from existing theoretically well-understood observables, providing practical advantages for experimental measurements and searches for new phenomena. We study such observables in $W$ jet tagging and provide recommendations for observables based on considerations beyond signal and background efficiencies.
Forward citations
Cited by 2 Pith papers
-
Measurement of the jet mass in hadronic decays of boosted W bosons at 13 TeV and extraction of the W boson mass
Unfolded double-differential W+jets cross section versus jet p_T and soft-drop mass yields m_W = 80.83 ± 0.55 GeV, the most precise all-jets extraction at a hadron collider.
- Looking inside jets: an introduction to jet substructure and boosted-object phenomenology
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