Physics:Quantum data analysis/Differential Correlation functions

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Differential correlation functions study correlations as functions of kinematic or event variables rather than as single integrated quantities. They are useful when the correlation strength depends on transverse momentum, rapidity separation, azimuthal angle, event activity, centrality, jet axis, or invariant mass. Differential measurements help separate physics mechanisms that would otherwise be averaged together.[1]

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Differential correlation functions represented across kinematic bins.

Variable dependence

A differential correlation may be measured in bins of momentum, angular separation, multiplicity, or event class. This reveals whether a structure is localized, long range, soft, hard, or associated with particular final states.[1]

Reference construction

The reference distribution must reproduce trivial acceptance and phase-space effects without including the correlation under study. Event mixing and sideband methods are common but require validation.[2]

Physics use

Differential correlations are used in jet studies, heavy-ion flow, Bose-Einstein correlations, resonance analysis, and searches for unusual event structure. Their value comes from retaining shape information.[3]

See also

Table of contents (60 articles)

Index

Full contents

15. Machine Learning (1) Back to index

References

  1. 1.0 1.1 Cowan, Glen (1998). Statistical Data Analysis. Oxford University Press. ISBN 978-0-19-850156-5. 
  2. Lyons, Louis (1986). Statistics for Nuclear and Particle Physicists. Cambridge University Press. ISBN 978-0-521-37934-2. 
  3. "Review of Particle Physics". Physical Review D 110 (3): 030001. 2024. doi:10.1103/PhysRevD.110.030001. 
Author: Sergei V. Chekanov
Author: Claude Pruneau
Author: Harold Foppele

Source attribution: Physics:Quantum data analysis/Differential Correlation functions