Advanced physics object concepts: Glossary

Key Points

Prep: Intro to corrections and uncertainties
  • All CMS simulations must be corrected so that algorithm performance matches in data and simulation.

  • Efficiencies are measured in data using physics knowledge to isolate groups of common objects, such as Z boson tag-and-probe.

  • Efficiencies in simulation can also be measured using particle truth information.

  • Scale factors are ratios of efficiency in data to efficiency in simulation, and are applied using event weights.

  • All scale factor corrections carry either rate or shape uncertainties.

Demo: Muon corrections
  • Rochester corrections are used to scale the muon momentum so that simulation better matches data.

Demo: Heavy flavor tagging
  • Tagging algorithms separate heavy flavor jets from jets produced by the hadronization of light quarks and gluons

  • Tagging algorithms produce a disriminator value for each jet that represents the likelihood that the jet came from a b hadron

  • Each tagging algorithm has recommended ‘working points’ (discriminator values) based on a misidentification probability for light-flavor jets

Demo: Jet corrections
  • Jet energy corrections are factorized and account for many mismeasurement effects

  • L1+L2+L3 should be applied to jets used for analyses, with residual corrections for data

  • Jet energy resolution in simulation is typically too narrow and is smeared using scale factors

  • Jet energy and resolution corrections are sources of systematic error and uncertainties should be evaluated

15 minute break
  • Any type of coffee is refreshing after so much concentrated learning.

Advanced objects hands-on
  • Muon corrections are a precision adjustment to a dimuon mass histogram.

  • B tagging scale factors and uncertainties should be considered for any distribution that relies on b-tagged jets

Offline: Advanced object challenge
  • Come back for the solutions session tomorrow!

Solutions and questions
  • In general, the jet corrections are significant and lower the momenta of the jets with standard LHC pileup conditions.

  • For most jets, the JEC uncertainty dominates over the JER uncertainty.

  • In the endcap region of the detector, the JER uncertainty in larger and matches the JEC uncertainty.

Glossary

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