Jackknife resampling technique on mocks: an alternative method for covariance matrix estimation
Cosmology and Nongalactic Astrophysics
2016-06-02 v1
Abstract
We present a fast and robust alternative method to compute covariance matrix in case of cosmology studies. Our method is based on the jackknife resampling applied on simulation mock catalogues. Using a set of 600 BOSS DR11 mock catalogues as a reference, we find that the jackknife technique gives a similar galaxy clustering covariance matrix estimate by requiring a smaller number of mocks. A comparison of convergence rates show that 7 times fewer simulations are needed to get a similar accuracy on variance. We expect this technique to be applied in any analysis where the number of available N-body simulations is low.
Cite
@article{arxiv.1606.00233,
title = {Jackknife resampling technique on mocks: an alternative method for covariance matrix estimation},
author = {S. Escoffier and M. -C. Cousinou and A. Tilquin and A. Pisani and A. Aguichine and S. de la Torre and A. Ealet and W. Gillard and E. Jullo},
journal= {arXiv preprint arXiv:1606.00233},
year = {2016}
}
Comments
11 pages, 11 figures, 2 tables