Increasing the Fisher Information Content in the Matter Power Spectrum by Non-linear Wavelet Weiner Filtering
arXiv:1008.3506 · doi:10.1088/0004-637X/728/1/35
Abstract
We develop a purely mathematical tool to recover some of the information lost in the non-linear collapse of large-scale structure. From a set of 141 simulations of dark matter density fields, we construct a non-linear Weiner filter in order to separate Gaussian and non-Gaussian structure in wavelet space. We find that the non-Gaussian power is dominant at smaller scales, as expected from the theory of structure formation, while the Gaussian counterpart is damped by an order of magnitude on small scales. We find that it is possible to increase the Fisher information by a factor of three before reaching the translinear plateau, an effect comparable to other techniques like the linear reconstruction of the density field.
arXiv comment7 pages, 6 figures. Accepted for publication in The Astrophysical Journal
References in corpus (21)
- Five-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Cosmological Interpretation
- A Line of Sight Approach to Cosmic Microwave Background Anisotropies
- Cosmological Constraints from the SDSS Luminous Red Galaxies
- Karhunen-Loeve eigenvalue problems in cosmology: how should we tackle large data sets?
- Measuring the Baryon Acoustic Oscillation scale using the SDSS and 2dFGRS
- Improving Cosmological Distance Measurements by Reconstruction of the Baryon Acoustic Peak
- Very weak lensing in the CFHTLS Wide: Cosmology from cosmic shear in the linear regime
- First cosmic shear results from the Canada-France-Hawaii Telescope Wide Synoptic Legacy Survey
- Rejuvenating the matter power spectrum: restoring information with a logarithmic density mapping
- Measuring the matter density using baryon oscillations in the SDSS
- Reconstructing Baryon Oscillations: A Lagrangian Theory Perspective
- Information content of the non-linear matter power spectrum
- Towards optimal parallel PM N-body codes: PMFAST
- Information content in the halo-model dark-matter power spectrum
- Strong lensing probability for testing TeVeS theory
- A Wavelet Space-Scale-Decomposition Analysis of Structure and Evolution fo QSO's Ly Absorption Lines
- The Small-scale Clustering of Luminous Red Galaxies via Cross-Correlation Techniques
- Information content in the halo-model dark-matter power spectrum II: Multiple cosmological parameters
- Information Content in the Galaxy Angular Power Spectrum from the Sloan Digital Sky Survey and Its Implication on Weak Lensing Analysis
- Strong gravitational lensing and galactic bulges
- Application of Wavelets to Filtering of Noisy Data
Cited by in corpus (21)
- Power Spectrum Super-Sample Covariance
- High Performance P3M N-body code: CUBEP3M
- The Initial Conditions of the Universe from Constrained Simulations
- Joint analysis of cluster number counts and weak lensing power spectrum to correct for the super-sample covariance
- Rejuvenating Power Spectra II: the Gaussianized galaxy density field
- Linearisation with Cosmological Perturbation Theory
- Cosmological information in Gaussianised weak lensing signals
- Rejuvenating the Matter Power Spectrum III: The Cosmology Sensitivity of Gaussianized Power Spectra
- Sufficient observables for large scale structure in galaxy surveys
- Gaussianizing the non-Gaussian lensing convergence field I: the performance of the Gaussianization
- Non-Gaussian errors of baryonic acoustic oscillations
- Dark Energy from the log-transformed convergence field
- Removable Matter-Power-Spectrum Covariance from Bias Fluctuations
- Increasing Fisher Information by Moving-Mesh Reconstruction
- On the total cosmological information in galaxy clustering: an analytical approach
- Information Content in the Angular Power Spectrum of Weak Lensing: Wavelet Method
- Simultaneous Dependence of Matter Clustering on Scale and Environment
- The effect of the linear term on the wavelet estimator of primordial non-Gaussianity
- The copula of the cosmological matter density field is non-Gaussian
- Perturbative Gaussianizing transforms for cosmological fields
- Optimizing the Recovery of Fisher Information in the Dark Matter Power Spectrum