4.7 Article

Copula cosmology: Constructing a likelihood function

Journal

PHYSICAL REVIEW D
Volume 83, Issue 2, Pages -

Publisher

AMER PHYSICAL SOC
DOI: 10.1103/PhysRevD.83.023501

Keywords

-

Funding

  1. JSPS
  2. Program for Improvement of Research Environment for Young Researchers from Special Coordination Funds for Promoting Science and Technology
  3. MEXT of Japan [467]
  4. [20740105]
  5. [21740177]
  6. [22012004]

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To estimate cosmological parameters from a given data set, we need to construct a likelihood function, which sometimes has a complicated functional form. We introduce the copula, a mathematical tool to construct an arbitrary multivariate distribution function from one-dimensional marginal distribution functions with any given dependence structure. It is shown that a likelihood function constructed by the so-called Gaussian copula can reproduce very well the n-dimensional probability distribution of the cosmic shear power spectrum obtained from a large number of ray-tracing simulations. This suggests that the Copula likelihood will be a powerful tool for future weak lensing analyses, instead of the conventional multivariate Gaussian likelihood.

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