Uncertainty in 2-point correlation function estimators and baryon acoustic oscillation detection in galaxy surveys
Author(s): Labatie, Antoine; Starck, Jean-Luc; Lachieze-Rey, Marc; et al.
Source: STATISTICAL METHODOLOGY Volume: 9 Issue: 1-2 Special Issue: SI Pages: 85-100 DOI: 10.1016/j.stamet.2011.05.001 Published: JAN-MAR 2012
We study the uncertainty in different two-point correlation function (2PCF) estimators in currently available galaxy surveys. This is motivated by the active subject of using the baryon acoustic oscillations (BAOs) feature in the correlation function as a tool to constrain cosmological parameters, which requires a fine analysis of the statistical significance.
We discuss how estimators are affected by both the uncertainty in the mean density (n) over bar and the integral constraint 1/V-2 integral(V2) (xi) over cap (r)d(3)r = 0 which necessarily causes a bias. We quantify both effects for currently available galaxy samples using simulated mock catalogues of the Sloan Digital Sky Survey (SDSS) following a lognormal model, with a Lambda-Cold Dark Matter (Lambda CDM) correlation function and similar properties as the samples (number density, mean redshift for the Lambda CDM correlation function, survey geometry, mass-luminosity bias). Because we need extensive simulations to quantify small statistical effects, we cannot use realistic N-body simulations and some physical effects are neglected.
Our simulations still enable a comparison of the different estimators by looking at their biases and variances. We also test the reliability of the BAO detection in the SDSS samples and study the compatibility of the data results with our Lambda CDM simulations. (C) 2011 Elsevier B.V. All rights reserved.