Point Source Detection and False Discovery Rate Control on CMB Maps

We discuss a new procedure to search for point sources in Cosmic Microwave background maps; in particular, we aim at controlling the so-called False Discovery Rate, which is defined as the expected value of false discoveries among pixels which are labelled as contaminated by point sources. We exploi...

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Bibliographic Details
Published in:arXiv.org 2019-02
Main Authors: Duque, Javier Carrón, Buzzelli, Alessandro, Fantaye, Yabebal, Marinucci, Domenico, Schwartzman, Armin, Vittorio, Nicola
Format: Article
Language:English
Subjects:
Cosmic microwave background
Point sources
Signal to noise ratio
Online Access:Get full text
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Summary:We discuss a new procedure to search for point sources in Cosmic Microwave background maps; in particular, we aim at controlling the so-called False Discovery Rate, which is defined as the expected value of false discoveries among pixels which are labelled as contaminated by point sources. We exploit a procedure called STEM, which is based on the following four steps: 1) needlet filtering of the observed CMB maps, to improve the signal to noise ratio; 2) selection of candidate peaks, i.e., the local maxima of filtered maps; 3) computation of \emph{p-}values for local maxima; 4) implementation of the multiple testing procedure, by means of the so-called Benjamini-Hochberg method. Our procedures are also implemented on the latest release of Planck CMB maps.
ISSN:2331-8422