Copula cosmology: Constructing a likelihood function

被引:34
作者
Sato, Masanori [1 ,2 ]
Ichiki, Kiyotomo [1 ]
Takeuchi, Tsutomu T. [3 ]
机构
[1] Nagoya Univ, Dept Phys, Nagoya, Aichi 4648602, Japan
[2] Lawrence Berkeley Natl Lab, Berkeley, CA 94720 USA
[3] Nagoya Univ, Inst Adv Res, Nagoya, Aichi 4648601, Japan
来源
PHYSICAL REVIEW D | 2011年 / 83卷 / 02期
关键词
COSMIC SHEAR; FIELD; SIMULATIONS; CONSTRAINTS; STATISTICS; ENERGY; MATTER; WIDE;
D O I
10.1103/PhysRevD.83.023501
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
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.
引用
收藏
页数:8
相关论文
共 36 条
  • [1] NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION
    AKAIKE, H
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) : 716 - 723
  • [2] ALBRECHT AJ, ARXIV09010721
  • [3] [Anonymous], 2002, Model selection and multimodel inference: a practical informationtheoretic approach
  • [4] [Anonymous], 2006, An introduction to copulas
  • [5] [Anonymous], ARXIVASTROPH0609591
  • [6] Detection of weak gravitational lensing by large-scale structure
    Bacon, DJ
    Refregier, AR
    Ellis, RS
    [J]. MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2000, 318 (02) : 625 - 640
  • [7] TEASING: a fast and accurate approximation for the low multipole likelihood of the cosmic microwave background temperature
    Benabed, K.
    Cardoso, J. -F.
    Prunet, S.
    Hivon, E.
    [J]. MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2009, 400 (01) : 219 - 227
  • [8] Very weak lensing in the CFHTLS wide:: cosmology from cosmic shear in the linear regime
    Fu, L.
    Semboloni, E.
    Hoekstra, H.
    Kilbinger, M.
    van Waerbeke, L.
    Tereno, I.
    Mellier, Y.
    Heymans, C.
    Coupon, J.
    Benabed, K.
    Benjamin, J.
    Bertin, E.
    Dore, O.
    Hudson, M. J.
    Ilbert, O.
    Maoli, R.
    Marmo, C.
    McCracken, H. J.
    Menard, B.
    [J]. ASTRONOMY & ASTROPHYSICS, 2008, 479 (01) : 9 - U38
  • [9] Gelman A., 1992, Statist. Sci., V7, P457
  • [10] Cosmic shear statistics in the Suprime-Cam 2.1 square degree field:: Constraints on Ωm and σ8
    Hamana, T
    Miyazaki, S
    Shimasaku, K
    Furusawa, H
    Doi, M
    Hamabe, M
    Imi, K
    Kimura, M
    Komiyama, Y
    Nakata, F
    Okada, N
    Okamura, S
    Ouchi, M
    Sekiguchi, M
    Yagi, M
    Yasuda, N
    [J]. ASTROPHYSICAL JOURNAL, 2003, 597 (01) : 98 - 110