We discuss the STEM (Smoothing and Testing Multiple hypotheses) 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 labeled as contaminated by point sources. STEM 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 p-values for local maxima; (4) implementation of the multiple testing procedure, by means of the so-called Benjamini–Hochberg method. These procedures are also implemented on the latest release of Planck CMB maps.

Point source detection and false discovery rate control on CMB maps / Carrón Duque, J.; Buzzelli, A.; Fantaye, Y.; Marinucci, D.; Schwartzman, A.; Vittorio, N.. - In: ASTRONOMY AND COMPUTING. - ISSN 2213-1337. - 28:(2019), p. 100310. [10.1016/j.ascom.2019.100310]

Point source detection and false discovery rate control on CMB maps

Carrón Duque, J.
Primo
;
Buzzelli, A.;Marinucci, D.;
2019

Abstract

We discuss the STEM (Smoothing and Testing Multiple hypotheses) 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 labeled as contaminated by point sources. STEM 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 p-values for local maxima; (4) implementation of the multiple testing procedure, by means of the so-called Benjamini–Hochberg method. These procedures are also implemented on the latest release of Planck CMB maps.
2019
False discovery rate, Multiple testing, Point source detection, Needlets, Cosmic Microwave background
01 Pubblicazione su rivista::01a Articolo in rivista
Point source detection and false discovery rate control on CMB maps / Carrón Duque, J.; Buzzelli, A.; Fantaye, Y.; Marinucci, D.; Schwartzman, A.; Vittorio, N.. - In: ASTRONOMY AND COMPUTING. - ISSN 2213-1337. - 28:(2019), p. 100310. [10.1016/j.ascom.2019.100310]
File allegati a questo prodotto
File Dimensione Formato  
Carrón Duque_Point source detection_2019.pdf

solo gestori archivio

Tipologia: Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 1.51 MB
Formato Adobe PDF
1.51 MB Adobe PDF   Contatta l'autore

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1349751
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 6
  • ???jsp.display-item.citation.isi??? 5
social impact