Fisher for complements: Extracting cosmology and neutrino mass from the counts-in-cells PDF
arXiv:1911.11158 · doi:10.1093/mnras/staa1155
Abstract
We comprehensively analyse the cosmology dependence of counts-in-cell statistics. We focus on the shape of the one-point probability distribution function (PDF) of the matter density field at mildly nonlinear scales. Based on large-deviation statistics, we parametrise the cosmology dependence of the matter PDF in terms of the linear power spectrum, the growth factor, the spherical collapse dynamics, and the nonlinear variance. We extend our formalism to include massive neutrinos, finding that the total matter PDF is highly sensitive to the total neutrino mass and can disentangle it from the clustering amplitude . Using more than a million PDFs extracted from the Quijote simulations, we determine the response of the matter PDF to changing parameters in the CDM model and successfully cross-validate the theoretical model and the simulation measurements. We present the first CDM Fisher forecast for the matter PDF at multiple scales and redshifts, and its combination with the matter power spectrum. We establish that the matter PDF and the matter power spectrum are highly complementary at mildly nonlinear scales. The matter PDF is particularly powerful for constraining the matter density , clustering amplitude and the total neutrino mass . Adding the mildly nonlinear matter PDF to the mildly nonlinear matter power spectrum improves constraints on by a factor of 5 and by a factor of 2 when considering the three lowest redshifts. In our joint analysis of the matter PDF and matter power spectrum at three redshifts, the total neutrino mass is constrained to better than 0.01 eV with a total volume of 6 (Gpc/h). We discuss how density-split statistics can be used to translate those encouraging results for the matter PDF into realistic observables in galaxy surveys.
arXiv comment21 pages, 24 figures
References in corpus (115)
- Evidence for oscillation of atmospheric neutrinos
- Efficient Computation of CMB anisotropies in closed FRW models
- LSST: from Science Drivers to Reference Design and Anticipated Data Products
- The Cosmic Linear Anisotropy Solving System (CLASS) II: Approximation schemes
- Baryonic Features in the Matter Transfer Function
- Halo Models of Large Scale Structure
- Large-Scale Structure of the Universe and Cosmological Perturbation Theory
- Astrophysics Source Code Library
- Massive neutrinos and cosmology
- Wide-Field InfrarRed Survey Telescope-Astrophysics Focused Telescope Assets WFIRST-AFTA 2015 Report
- Euclid Definition Study Report
- Why your model parameter confidences might be too optimistic -- unbiased estimation of the inverse covariance matrix
- Measurement of the Total Active 8B Solar Neutrino Flux at the Sudbury Neutrino Observatory with Enhanced Neutral Current Sensitivity
- Extragalactic Science, Cosmology and Galactic Archaeology with the Subaru Prime Focus Spectrograph (PFS)
- Cosmological Non-Linearities as an Effective Fluid
- The Effective Field Theory of Cosmological Large Scale Structures
- The Kilo-Degree Survey
- The DESI Experiment, a whitepaper for Snowmass 2013
- Massive Neutrinos and the Non-linear Matter Power Spectrum
- Power Spectrum Super-Sample Covariance
- Neutrino Physics from the Cosmic Microwave Background and Large Scale Structure
- DESI and other dark energy experiments in the era of neutrino mass measurements
- On the spherical collapse model in dark energy cosmologies
- Power Spectrum Correlations Induced by Non-Linear Clustering
- RegPT: Direct and fast calculation of regularized cosmological power spectrum at two-loop order
- Skewness and Kurtosis in Large-Scale Cosmic Fields
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: Baryon Acoustic Oscillations in the correlation function of LOWZ and CMASS galaxies in Data Release 12
- Improving lognormal models for cosmological fields
- Rejuvenating the matter power spectrum: restoring information with a logarithmic density mapping
- Structure formation in the presence of dark energy perturbations
- Probability Distribution Function of Cosmological Density Fluctuations from Gaussian Initial Condition: Comparison of One- and Two-point Log-normal Model Predictions with N-body Simulations
- Cosmological structure formation in a homogeneous dark energy background
- Voids in massive neutrino cosmologies
- Constraining with the Bispectrum I: Breaking Parameter Degeneracies
- Massive Neutrinos Leave Fingerprints on Cosmic Voids
- Dark Energy Survey Year 1 Results: Multi-Probe Methodology and Simulated Likelihood Analyses
- The Nonlinear Evolution of Rare Events
- Density split statistics: Cosmological constraints from counts and lensing in cells in DES Y1 and SDSS data
- Simulating nonlinear cosmological structure formation with massive neutrinos
- Cosmic Error and the Statistics of Large Scale Structure
- Emulating the CFHTLenS Weak Lensing data: Cosmological Constraints from moments and Minkowski functionals
- Information content of the non-linear matter power spectrum
- Probability Distribution Functions of Cosmological Lensing: Convergence, Shear, and Magnification
- Nonlinear power spectrum in the presence of massive neutrinos: perturbation theory approach, galaxy bias and parameter forecasts
- Cosmic shear covariance: The log-normal approximation
- Measuring the cosmic evolution of dark energy with baryonic oscillations in the galaxy power spectrum
- The imprint of neutrinos on clustering in redshift-space
- Spherical collapse in Galileon gravity: fifth force solutions, halo mass function and halo bias
- Density split statistics: joint model of counts and lensing in cells
- The impact of massive neutrinos on the abundance of massive clusters
- Constraining neutrino mass with tomographic weak lensing one-point probability distribution function and power spectrum
- Spherical collapse model in dark energy cosmologies
- Dynamics of gravitational clustering II. Steepest-descent method for the quasi-linear regime
- Non-linear evolution of the cosmic neutrino background
- A ``Skewed'' lognormal approximation to the probability distribution function of the large-scale density field
- Spherical collapse and halo mass function in f(R) theories
- The Local Bias Model in the Large Scale Halo Distribution
- Testing the lognormality of the galaxy and weak lensing convergence distributions from Dark Energy Survey maps
- Back in the saddle: Large-deviation statistics of the cosmic log-density field
- Complete super-sample lensing covariance in the response approach
- Dark Energy Survey Year 3 results: cosmology with moments of weak lensing mass maps -- validation on simulations
- Constraining Neutrino Mass with the Tomographic Weak Lensing Bispectrum
- Spherical collapse in
- Studying galaxy troughs and ridges using Weak Gravitational Lensing with the Kilo-Degree Survey
- Information content in the halo-model dark-matter power spectrum
- Cluster abundance in chameleon gravity I: toward an accurate halo mass function prediction
- Baryonic effects on the matter bispectrum
- Response function of the large-scale structure of the universe to the small scale inhomogeneities
- Re-capturing cosmic information
- Tightening Constraints from the Lyman Alpha Forest with the Flux Probability Distribution Function
- Cosmic Statistics of Statistics
- Game of cones: A nulling strategy for modelling lensing convergence in cones with large deviation theory
- Cosmological constraints from the convergence 1-point probability distribution
- Statistics of cosmic density profiles from perturbation theory
- Perturbation theory and excursion set estimates of the probability distribution function of dark matter, and a method for reconstructing the initial distribution function
- A Count Probability Cookbook: Spurious Effects and the Scaling Model
- Measuring the Nonlinear Biasing Function from a Galaxy Redshift Survey
- Spherical collapse in modified gravity with the Birkhoff-theorem
- The effect of massive neutrinos on the Sunyaev-Zeldovich and X-ray observables of galaxy clusters
- Cluster-void degeneracy breaking: Neutrino properties and dark energy
- Bispectrum Supersample Covariance
- The galaxy counts-in-cells distribution from the SDSS
- Spherical collapse, formation hysteresis and the deeply non-linear cosmological power spectrum
- Hunting high and low: Disentangling primordial and late-time non-Gaussianity with cosmic densities in spheres
- A Large Deviation Principle at play in Large-Scale Structure cosmology
- Non-perturbative probability distribution function for cosmological counts in cells
- On Recovering the Nonlinear Bias Function from Counts in Cells Measurements
- On the road to percent accuracy III: non-linear reaction of the matter power spectrum to massive neutrinos
- Moving around the cosmological parameter space: a nonlinear power spectrum reconstruction based on high-resolution cosmic responses
- The best fit for the observed galaxy Counts-in-Cell distribution function
- Encircling the dark: constraining dark energy via cosmic density in spheres
- Sufficient observables for large scale structure in galaxy surveys
- Perturbation theory challenge for cosmological parameters estimation: Matter power spectrum in real space
- Neutrino Halos in Clusters of Galaxies and their Weak Lensing Signature
- On Second-order Perturbation Theories of Gravitational Instability in Friedmann-Lemaitre Models
- A question of separation: disentangling tracer bias and gravitational nonlinearity with counts-in-cells statistics
- Cylinders out of a top hat: counts-in-cells for projected densities
- New fitting formula for cosmic non-linear density distribution
- The large-scale correlations of multi-cell densities and profiles, implications for cosmic variance estimates
- Precision Prediction for the Cosmological Density Distribution
- The joint statistics of mildly non-linear cosmological densities and slopes in count-in-cells
- Precision Prediction of the Log Power Spectrum
- Neutrino effects on the morphology of cosmic large-scale structure
- Improving Fisher matrix forecasts for galaxy surveys: window function, bin cross-correlation, and bin redshift uncertainty
- Divergence of Perturbation Theory in Large Scale Structures
- Beyond Kaiser bias: mildly non-linear two-point statistics of densities in distant spheres
- Large deviations theory approach to cosmic shear calculations: the one-point aperture mass
- Measuring Linear and Non-linear Galaxy Bias Using Counts-in-Cells in the Dark Energy Survey Science Verification Data
- The VIMOS Public Extragalactic Redshift Survey (VIPERS): On the correct recovery of the count-in-cell probability distribution function
- On the total cosmological information in galaxy clustering: an analytical approach
- A Second-order bias model for the Logarithmic Halo Mass Density
- Determination of the abundance of cosmic matter via the cell count moments of the galaxy distribution (1)
- Extreme Spheres: Counts-in-cells for 21cm intensity mapping
- Non-Gaussian Tails of Cosmological Density Distribution Function from Dark Halo Approach
- The Statistics of Cosmological Lyman-alpha Absorption
Cited by in corpus (86)
- The Quijote simulations
- The CAMELS project: Cosmology and Astrophysics with MachinE Learning Simulations
- Towards an Optimal Estimation of Cosmological Parameters with the Wavelet Scattering Transform
- Constraining with the Bispectrum II: The Total Information Content of the Galaxy Bispectrum
- Nearest Neighbor distributions: new statistical measures for cosmological clustering
- Using the Marked Power Spectrum to Detect the Signature of Neutrinos in Large-Scale Structure
- Detecting Neutrino Mass by Combining Matter Clustering, Halos, and Voids
- The GIGANTES dataset: precision cosmology from voids in the machine learning era
- Nuw CDM cosmology from the weak lensing convergence PDF
- The CAMELS project: public data release
- Primordial non-Gaussianity without tails -- how to measure fNL with the bulk of the density PDF
- Redshift-space distortions with split densities
- Going Beyond the Galaxy Power Spectrum: an Analysis of BOSS Data with Wavelet Scattering Transforms
- Learning cosmology and clustering with cosmic graphs
- Cosmological Information in the Marked Power Spectrum of the Galaxy Field
- Robust Field-level Likelihood-free Inference with Galaxies
- Cosmology with one galaxy?
- The integrated 3-point correlation function of cosmic shear
- The Cosmic Graph: Optimal Information Extraction from Large-Scale Structure using Catalogues
- Beware of Fake s: The Effect of Massive Neutrinos on the Nonlinear Evolution of Cosmic Structure
- Precise Cosmological Constraints from BOSS Galaxy Clustering with a Simulation-Based Emulator of the Wavelet Scattering Transform
- Euclid preparation. Sensitivity to neutrino parameters
- Cosmology with cosmic web environments I. Real-space power spectra
- Galaxy Bias and from Counts in Cells from the SDSS Main Sample
- NECOLA: Towards a Universal Field-level Cosmological Emulator
- Modeling Nearest Neighbor distributions of biased tracers using Hybrid Effective Field Theory
- Wavelet Moments for Cosmological Parameter Estimation
- Probability distribution function of the aperture mass field with large deviation theory
- Joint velocity and density reconstruction of the Universe with nonlinear differentiable forward modeling
- Neural networks as optimal estimators to marginalize over baryonic effects
- Fisher Forecasts for Primordial non-Gaussianity from Persistent Homology
- It takes two to know one: Computing accurate one-point PDF covariances from effective two-point PDF models
- Probing massive neutrinos with the Minkowski functionals of large-scale structure
- The PDF perspective on the tracer-matter connection: Lagrangian bias and non-Poissonian shot noise
- Effects of Baryonic Feedback on the Cosmic Web
- Tracer-Field Cross-Correlations with -Nearest Neighbor Distributions
- Probing massive neutrinos with the Minkowski functionals of the galaxy distribution
- Main Sequence Scatter is Real: The Joint Dependence of Galaxy Clustering on Star Formation and Stellar Mass
- Fast and Accurate Non-Linear Predictions of Universes with Deep Learning
- The matter density PDF for modified gravity and dark energy with Large Deviations Theory
- The position-dependent matter density probability distribution function
- Cosmological Probes of Structure Growth and Tests of Gravity
- Cosmology with Persistent Homology: a Fisher Forecast
- Super-sample covariance of the power spectrum, bispectrum, halos, voids, and their cross covariances
- Quijote-PNG: The Information Content of the Halo Mass Function
- Quantification of high dimensional non-Gaussianities and its implication to Fisher analysis in cosmology
- Cosmic Web Dissection in Fuzzy Dark Matter Cosmologies
- MEDUSA: Minkowski functionals estimated from Delaunay tessellations of the three-dimensional large-scale structure
- Post-Born corrections to the one-point statistics of (CMB) lensing convergence obtained via large deviation theory
- 2D k-th nearest neighbor statistics: a highly informative probe of galaxy clustering
- The Variance and Covariance of Counts-in-Cells Probabilities
- Forecasting the power of Higher Order Weak Lensing Statistics with automatically differentiable simulations
- Machine-learning cosmology from void properties
- Impact of tidal environment on galaxy clustering in GAMA
- Imprint of baryons and massive neutrinos on velocity statistics
- Cosmology with the kinetic Sunyaev-Zeldovich effect: Independent of the optical depth and
- Towards unveiling the large-scale nature of gravity with the wavelet scattering transform
- One-point probability distribution function from spherical collapse: Early Dark Energy (EDE) vs. CDM
- Imprint of massive neutrinos on Persistent Homology of large-scale structure
- Void Probability Function of Simulated Surveys of high-redshift Lyman-Alpha Emitters
- Hitting the mark: Optimising Marked Power Spectra for Cosmology
- Cosmology with cosmic web environments II. Redshift-space auto and cross power spectra
- Mass classification of dark matter perturbers of stellar tidal streams
- Field-level simulation-based inference with galaxy catalogs: the impact of systematic effects
- Beyond the Lognormal Approximation: a General Simulation Scheme
- One-point statistics matter in extended cosmologies
- Inpainting hydrodynamical maps with deep learning
- Topological data analysis reveals differences between simulated galaxies and dark matter haloes
- Probing cosmology via the clustering of critical points
- Cosmology from Point Clouds with Dark Matter Halos from the Quijote Simulations
- Massive s through the CNN lens: interpreting the field-level neutrino mass information in weak lensing
- The cumulant generating function as a novel observable to cumulate weak lensing information
- Covariances of density probability distribution functions. Lessons from hierarchical models
- Simulation-based inference has its own Dodelson-Schneider effect (but it knows that it does)
- Updated neutrino mass constraints from galaxy clustering and CMB lensing-galaxy cross-correlation measurements
- Cosmology with Topological Deep Learning
- Cosmology with Persistent Homology: Parameter Inference via Machine Learning
- Non-Gaussian statistics in galaxy weak lensing: compressed three-point correlations and cosmological forecasts
- One-point Statistics in various cosmic environments in the presence of massive neutrinos
- Bounds on galaxy stochasticity from halo occupation distribution modeling
- Approximating Density Probability Distribution Functions Across Cosmologies
- Clustering of dark matter in the cosmic web as a probe of massive neutrinos
- A theoretical approach to density-split clustering
- Structure of cosmic web in non-linear regime: the nearest neighbour and spherical contact distributions
- Replicating weak-lensing summary-statistic covariances with normalizing flows
- nuGAN: Generative Adversarial Emulator for Cosmic Web with Neutrinos