Estimation of Polarized Power Spectra by Gibbs Sampling
Author(s) -
D. Larson,
H. K. Eriksen,
B. D. Wandelt,
K. M. Górski,
Greg Huey,
Jeffrey B. Jewell,
I. J. O’Dwyer
Publication year - 2007
Publication title -
the astrophysical journal
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.376
H-Index - 489
eISSN - 1538-4357
pISSN - 0004-637X
DOI - 10.1086/509802
Subject(s) - gibbs sampling , planck , cosmic microwave background , polarization (electrochemistry) , spectral line , statistical physics , gibbs free energy , spectral density , mode (computer interface) , physics , sampling (signal processing) , algorithm , computational physics , computer science , mathematics , statistics , optics , quantum mechanics , bayesian probability , detector , chemistry , anisotropy , operating system
Earlier papers introduced a method of accurately estimating the angularcosmic microwave background (CMB) temperature power spectrum based on Gibbssampling. Here we extend this framework to polarized data. All advantages ofthe Gibbs sampler still apply, and exact analysis of mega-pixel polarized datasets is thus feasible. These advantages may be even more important forpolarization measurements than for temperature measurements. While approximatemethods can alias power from the larger E-mode spectrum into the weaker B-modespectrum, the Gibbs sampler (or equivalently, exact likelihood evaluations)allows for a statistically optimal separation of these modes in terms of powerspectra. To demonstrate the method, we analyze two simulated data sets: 1) ahypothetical future CMBPol mission, with the focus on B-mode estimation; and 2)a Planck-like mission, to highlight the computational feasibility of themethod.
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