Published January 15, 2011 | Version v1
Journal article

Copula cosmology: Constructing a likelihood function

  • 1. Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, California 94720 (United States)
  • 2. Department of Physics, Nagoya University, Nagoya 464-8602 (Japan)
  • 3. Institute for Advanced Research, Nagoya University, Nagoya 464-8601 (Japan)

Description

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.

Additional details

Publishing Information

Journal Title
Physical Review. D, Particles Fields
Journal Volume
83
Journal Issue
2
Journal Page Range
p. 023501-023501.8
ISSN
0556-2821
CODEN
PRVDAQ

INIS

Optional Information

Notes
(c) 2011 American Institute of Physics