Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: MADmap: A Massively Parallel Maximum-Likelihood Cosmic Microwave
  Background Map-Maker   MADmap is a software application used to produce maximum-likelihood images of
the sky from time-ordered data which include correlated noise, such as those
gathered by Cosmic Microwave Background (CMB) experiments. It works efficiently
on platforms ranging from small workstations to the most massively parallel
supercomputers. Map-making is a critical step in the analysis of all CMB data
sets, and the maximum-likelihood approach is the most accurate and widely
applicable algorithm; however, it is a computationally challenging task. This
challenge will only increase with the next generation of ground-based,
balloon-borne and satellite CMB polarization experiments. The faintness of the
B-mode signal that these experiments seek to measure requires them to gather
enormous data sets. MADmap is already being run on up to $O(10^{11})$ time
samples, $O(10^8)$ pixels and $O(10^4)$ cores, with ongoing work to scale to
the next generation of data sets and supercomputers. We describe MADmap's
algorithm based around a preconditioned conjugate gradient solver, fast Fourier
transforms and sparse matrix operations. We highlight MADmap's ability to
address problems typically encountered in the analysis of realistic CMB data
sets and describe its application to simulations of the Planck and EBEX
experiments. The massively parallel and distributed implementation is detailed
and scaling complexities are given for the resources required. MADmap is
capable of analysing the largest data sets now being collected on computing
resources currently available, and we argue that, given Moore's Law, MADmap
will be capable of reducing the most massive projected data sets.

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The categories of this paper are: plasm-ph
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The categories of this paper are: nlin
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The categories of this paper are: chem-ph
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The categories of this paper are: funct-an
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The categories of this paper are: comp-gas
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The categories of this paper are: q-alg
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The categories of this paper are: hep-lat
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The categories of this paper are: supr-con
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The categories of this paper are: hep-th
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The categories of this paper are: patt-sol
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The categories of this paper are: adap-org
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The categories of this paper are: acc-phys
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The categories of this paper are: cmp-lg
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The categories of this paper are: solv-int
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The categories of this paper are: math-ph
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The categories of this paper are: stat