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

Carron Duque, J., Buzzelli, A., Fantaye, Y., Marinucci, D., Schwartzman, A., Vittorio, N. (2019). Point source detection and false discovery rate control on CMB maps. ASTRONOMY AND COMPUTING, 28, 100310 [10.1016/j.ascom.2019.100310].

Point source detection and false discovery rate control on CMB maps

Marinucci D.;Vittorio N.
2019-01-01

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
Pubblicato
Rilevanza internazionale
Articolo
Esperti anonimi
Settore FIS/05 - ASTRONOMIA E ASTROFISICA
English
cosmic microwave background; false discovery rate; multiple testing; needlets; point source detection
Carron Duque, J., Buzzelli, A., Fantaye, Y., Marinucci, D., Schwartzman, A., Vittorio, N. (2019). Point source detection and false discovery rate control on CMB maps. ASTRONOMY AND COMPUTING, 28, 100310 [10.1016/j.ascom.2019.100310].
Carron Duque, J; Buzzelli, A; Fantaye, Y; Marinucci, D; Schwartzman, A; Vittorio, N
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/264936
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