Jr. Bond et al., ESTIMATING THE POWER SPECTRUM OF THE COSMIC MICROWAVE BACKGROUND, Physical review. D. Particles and fields, 57(4), 1998, pp. 2117-2137
We develop two methods for estimating the power spectrum, C-l, of the
cosmic microwave background from data and apply them to the Cosmic Bac
kground Explorer Differential Microwave Radiometer and Saskatoon datas
ets. One method involves a direct evaluation of the likelihood functio
n, and the other is an estimator that is a minimum-variance weighted q
uadratic function of the data. Applied iteratively, the quadratic esti
mator is not distinct from likelihood analysis, but is rather a rapid
means of finding the power spectrum that maximizes the likelihood func
tion. Our results bear this out: direct evaluation and quadratic estim
ation converge to the same C(l)s. The quadratic estimator can also be
used to determine directly cosmological parameters and their uncertain
ties. While the two methods both require O(N-3) operations, the quadra
tic is much faster, and both are applicable to datasets with arbitrary
chopping patterns and noise correlations. We also discuss approximati
ons that may reduce it to O(N-2) thus making it practical for forthcom
ing megapixel datasets. [S0556-2821(98)04404-X].