Statistical uncertainty estimation of higher-order cumulants with finite efficiency and its application in heavy-ion collisions
arXiv:2111.00238 · doi:10.1103/PhysRevC.105.024907
Abstract
We derive the general analytical expressions for the statistical uncertainties of cumulants up to fourth order including an efficiency correction. The analytical expressions have been tested with a toy Monte Carlo model analysis. An application to the study of particle multiplicity fluctuations in heavy-ion collisions is investigated. In this derivation, a mathematical proof is given that the validity of an averaged efficiency correction and the fluctuations induced by the non-uniformity of efficiency can be eliminated. The estimation of statistical uncertainties using the analytical formulas is found to be significantly faster than the commonly used bootstrap method. The simplicity and efficiency of using the analytical formulas may be useful for massive data analysis in many fields.
arXiv comment16 pages, 2 figures
References in corpus (11)
- The STAR Time Projection Chamber: A Unique Tool for Studying High Multiplicity Events at RHIC
- Search for the QCD Critical Point with Fluctuations of Conserved Quantities in Relativistic Heavy-Ion Collisions at RHIC : An Overview
- Beam energy dependence of moments of the net-charge multiplicity distributions in Au+Au collisions at RHIC
- Non-monotonic energy dependence of net-proton number fluctuations
- Cumulants and Correlation Functions of Net-proton, Proton and Antiproton Multiplicity Distributions in Au+Au Collisions at energies available at the BNL Relativistic Heavy Ion Collider
- Collision Energy Dependence of Moments of Net-Kaon Multiplicity Distributions at RHIC
- A Study of the Properties of the QCD Phase Diagram in High-Energy Nuclear Collisions
- More efficient formulas for efficiency correction of cumulants and effect of using averaged efficiency
- Properties and uses of factorial cumulants in relativistic heavy-ion collisions
- Efficiency correction for cumulants of multiplicity distributions based on track-by-track efficiency
- Effect of non-uniform efficiency on higher-order cumulants in heavy-ion collisions