TEASING: a fast and accurate approximation for the low multipole likelihood of the cosmic microwave background temperature

被引:30
|
作者
Benabed, K. [1 ]
Cardoso, J. -F. [1 ,2 ]
Prunet, S. [1 ]
Hivon, E. [1 ]
机构
[1] Inst Astrophys Paris, F-75014 Paris, France
[2] CNRS, LTCI, F-75013 Paris, France
关键词
methods: data analysis; methods: statistical; cosmic microwave background; POLARIZATION POWER SPECTRA; SKY MAPS;
D O I
10.1111/j.1365-2966.2009.15202.x
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
We propose a novel approximation to the low-l joint likelihood of the angular spectrum C(l) of masked cosmic microwave background temperature maps which is both very accurate and very fast to evaluate. We show that, for a flat prior, the posterior distribution of each C(l) closely follows an inverse gamma distribution even with partial sky coverage and that the posterior correlation is weak enough that a copula approximation to the joint likelihood is quite accurate. In this paper, the quantities needed to build such a copula approximation (inverse gamma parameters at each angular frequency and a correlation matrix) are computed from an exploration of the posterior using adaptive importance sampling. The accuracy of the proposed approximation is assessed using statistical criteria as well as a mock cosmological parameter fit. When applied to the Wilkinson Microwave Anisotropy Probe 5 data set, the copula approximation yields cosmological parameter estimates at the same level of accuracy as the best current techniques.
引用
收藏
页码:219 / 227
页数:9
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