Halo Stochasticity from Exclusion and non-linear Clustering
arXiv:1305.2917 · doi:10.1103/PhysRevD.88.083507
Abstract
The clustering of galaxies in ongoing and upcoming galaxy surveys contains a wealth of cosmological information, but extracting this information is a non-trivial task since galaxies and their host haloes are stochastic tracers of the matter density field. This stochasticity is usually modeled as Poisson shot noise, which is constant as a function of wavenumber with amplitude given by 1/n, where n is the number density of galaxies. Here we use dark matter haloes in N-body simulations to show evidence for deviations from this simple behaviour and develop models that explain the behaviour of the large scale stochasticity. First, haloes are extended, non-overlapping objects, i.e., their correlation function needs to go to -1 on small scales. This leads to a negative correction to the stochasticity relative to the Poisson value at low wavenumber k, decreasing to zero for wavenumbers large compared to the inverse exclusion scale. Second, haloes show a non-linear enhancement of clustering outside the exclusion scale, leading to a positive stochasticity correction. Both of these effects go to zero for high-k, making the stochasticity scale dependent even for k<0.1 h/Mpc. We show that the corrections in the low-k regime are the same in Eulerian and Lagrangian space, but that the transition scale is pushed to smaller scales for haloes observed at present time, relative to the initial conditions. These corrections vary with halo mass and redshift. We also discuss simple applications of these effects to the galaxy samples with non-vanishing satellite fraction, where the stochasticity can again deviate strongly from the fiducial Poisson expectation. Overall these effects affect the clustering of galaxies at a level of a few percent even on very large scales and need to be modelled properly if we want to extract high precision cosmological information from the upcoming galaxy surveys.
27 pages, 15 figures
References in corpus (12)
- Wilkinson Microwave Anisotropy Probe (WMAP) Three Year Results: Implications for Cosmology
- Transients from Initial Conditions in Cosmological Simulations
- Confirmation of general relativity on large scales from weak lensing and galaxy velocities
- Gravity and Large-Scale Non-local Bias
- The Scale Dependence of Halo and Galaxy Bias: Effects in Real Space
- Modeling scale-dependent bias on the baryonic acoustic scale with the statistics of peaks of Gaussian random fields
- How to suppress the shot noise in galaxy surveys
- Baryon acoustic signature in the clustering of density maxima
- Optimal Weighting in Galaxy Surveys: Application to Redshift-Space Distortions
- Halo Sampling, Local Bias and Loop Corrections
- Effects of biasing on the galaxy power spectrum at large scales
- Lagrangian bias in the local bias model
Cited by in corpus (147)
- Large-Scale Galaxy Bias
- Cosmological Parameters from the BOSS Galaxy Power Spectrum
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: Testing gravity with redshift-space distortions using the power spectrum multipoles
- The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: mock galaxy catalogues for the BOSS Final Data Release
- KiDS-450 + 2dFLenS: Cosmological parameter constraints from weak gravitational lensing tomography and overlapping redshift-space galaxy clustering
- Beyond linear galaxy alignments
- Non-linear perturbation theory extension of the Boltzmann code CLASS
- Dark Quest. I. Fast and Accurate Emulation of Halo Clustering Statistics and Its Application to Galaxy Clustering
- Understanding higher-order nonlocal halo bias at large scales by combining the power spectrum with the bispectrum
- Modelling Baryon Acoustic Oscillations with Perturbation Theory and Stochastic Halo Biasing
- Cosmology with massive neutrinos I: towards a realistic modeling of the relation between matter, haloes and galaxies
- The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic Survey: Cosmological implications of the Fourier space wedges of the final sample
- Cosmic Degeneracies I: Joint N-body Simulations of Modified Gravity and Massive Neutrinos
- Cosmological information in the redshift-space bispectrum
- Modeling Biased Tracers at the Field Level
- Gravitational waves induced from primordial black hole fluctuations: The effect of an extended mass function
- The Spatial Clustering of Primordial Black Holes
- Cosmology with Void-Galaxy Correlations
- Galaxy Power Spectrum Multipoles Covariance in Perturbation Theory
- Scale-dependent galaxy bias, CMB lensing-galaxy cross-correlation, and neutrino masses
- Halo bias in mixed dark matter cosmologies
- Analytic model for the matter power spectrum, its covariance matrix, and baryonic effects
- Dark Energy Survey Year 3 Results: Covariance Modelling and its Impact on Parameter Estimation and Quality of Fit
- Density split statistics: joint model of counts and lensing in cells
- Precision analysis of the redshift-space galaxy bispectrum
- Large-Scale Clustering of Cosmic Voids
- Near optimal bispectrum estimators for large-scale structure
- The bias of cosmic voids in the presence of massive neutrinos
- Constraining the halo bispectrum in real and redshift space from perturbation theory and non-linear stochastic bias
- Cosmological Forecasts for Combined and Next Generation Peculiar Velocity Surveys
- Towards a self-consistent halo model for the nonlinear large-scale structure
- Tomographic galaxy clustering with the Subaru Hyper Suprime-Cam first year public data release
- A halo bias function measured deeply into voids without stochasticity
- Consistency of the growth rate in different environments with the 6dF Galaxy Survey: measurement of the void-galaxy and galaxy-galaxy correlation functions
- Testing one-loop galaxy bias: joint analysis of power spectrum and bispectrum
- The halo model for cosmology: a pedagogical review
- Verifying the consistency relation for the scale-dependent bias from local primordial non-Gaussianity
- Optimizing large-scale structure data analysis with the theoretical error likelihood
- Halo bias in Lagrangian Space: Estimators and theoretical predictions
- Cosmological constraints without fingers of God
- Toward a robust inference method for the galaxy bispectrum: likelihood function and model selection
- Cosmological parameters from the likelihood analysis of the galaxy power spectrum and bispectrum in real space
- Large-scale 3D galaxy correlation function and non-Gaussianity
- Multi-tracer intensity mapping: Cross-correlations, Line noise & Decorrelation
- Optimising the measurement of relativistic distortions in large-scale structure
- Distribution function approach to redshift space distortions. Part V: perturbation theory applied to dark matter halos
- Searching for Modified Gravity: Scale and Redshift Dependent Constraints from Galaxy Peculiar Velocities
- On the relative bias of void tracers in the Dark Energy Survey
- 2dFLenS and KiDS: Determining source redshift distributions with cross-correlations
- Efficient Computation of Galaxy Bias with Neutrinos and Other Relics
- Testing cosmic geometry without dynamic distortions using voids
- Using Large Scale Structure to test Multifield Inflation
- Capturing Non-Gaussianity of the Large-Scale Structure with Weighted Skew-Spectra
- Galaxy power spectrum in redshift space: combining perturbation theory with the halo model
- Neutrino mass without cosmic variance
- Testing one-loop galaxy bias: Power spectrum
- Angular power spectrum of galaxies in the 2MASS Redshift Survey
- Velocity bias in the distribution of dark matter halos
- Shot noise and biased tracers: a new look at the halo model
- Power spectrum multipoles on the curved sky: an application to the 6-degree Field Galaxy Survey
- Nonlinear Bias of Cosmological Halo Formation in the Early Universe
- Priors on red galaxy stochasticity from hybrid effective field theory
- DIVE in the cosmic web: voids with Delaunay Triangulation from discrete matter tracer distributions
- A Redefinition of the Halo Boundary Leads to a Simple yet Accurate Halo Model of Large Scale Structure
- Intensity mapping cross-correlations II: HI halo models including shot noise
- Precision Tests of CO and [CII] Power Spectra Models against Simulated Intensity Maps
- Scale dependence of galaxy biasing investigated by weak gravitational lensing: An assessment using semi-analytic galaxies and simulated lensing data
- Peak exclusion, stochasticity and convergence of perturbative bias expansions in 1+1 gravity
- The Effective Halo Model: Creating a Physical and Accurate Model of the Matter Power Spectrum and Cluster Counts
- Primordial non-Gaussianities and zero bias tracers of the Large Scale Structure
- Impacts of the physical data model on the forward inference of initial conditions from biased tracers
- Learning to Concentrate: Multi-tracer Forecasts on Local Primordial Non-Gaussianity with Machine-Learned Bias
- Cross-correlation of galaxies and galaxy clusters in the Sloan Digital Sky Survey and the importance of non-Poissonian shot noise
- Interacting dark energy from the joint analysis of the power spectrum and bispectrum multipoles with the EFTofLSS
- Modeling Nearest Neighbor distributions of biased tracers using Hybrid Effective Field Theory
- Precision Redshift-Space Galaxy Power Spectra using Zel'dovich Control Variates
- Signatures of First Stars in Galaxy Surveys: Multi-Tracer Analysis of the Supersonic Relative Velocity Effect and the Constraints from the BOSS Power Spectrum Measurements
- The Halo Void (Dust) Model of Large Scale Structure
- Revealing modified gravity signal in matter and halo hierarchical clustering
- The Effective Field Theory of Large-Scale Structure and Multi-tracer
- Joint velocity and density reconstruction of the Universe with nonlinear differentiable forward modeling
- Smallest Remnants of Early Matter Domination
- An Effective Bias Expansion for 21 cm Cosmology in Redshift Space
- Euclid preparation. XLI. Galaxy power spectrum modelling in real space
- Testing one-loop galaxy bias: cosmological constraints from the power spectrum
- The PDF perspective on the tracer-matter connection: Lagrangian bias and non-Poissonian shot noise
- Gravitational wave fossils in nonlinear regime: halo tidal bias and intrinsic alignments from gravitational wave separate universe simulations
- Absorber Model: the Halo-like model for the Lyman-alpha forest
- Density reconstruction from biased tracers and its application to primordial non-Gaussianity
- An Analytic Hybrid Halo + Perturbation Theory Model for Small-scale Correlators: Baryons, Halos, and Galaxies
- The galaxy correlation function as a constraint on galaxy formation physics
- The cosmic web connection to the dark matter halo distribution through gravity
- BE-HaPPY: Bias Emulator for Halo Power Spectrum including massive neutrinos
- Weak lensing reconstruction through cosmic magnification. II. Improved power spectrum determination and map-making
- Volume Statistics as a Probe of Large-Scale Structure
- Small-scale clustering of Primordial Black Holes: cloud-in-cloud and exclusion effects
- Reconstruction of halo power spectrum from redshift-space galaxy distribution: cylinder-grouping method and halo exclusion effect
- Imprint of non-linear effects on HI intensity mapping on large scales
- The halo model with beyond-linear halo bias: unbiasing cosmological constraints from galaxy-galaxy lensing and clustering
- Biased tracer reconstruction with halo mass information
- A multitracer analysis for the eBOSS galaxy sample based on the effective field theory of large-scale structure
- The Irrelevance of Primordial Black Hole Clustering in the LVK mass range
- Geometric and dynamic distortions in anisotropic galaxy clustering
- AMICO galaxy clusters in KiDS-DR3: Cosmological constraints from angular power spectrum and correlation function
- The bias of weighted dark matter halos from peak theory
- Principal Component Analysis of Galaxy Clustering in Hyperspace of Galaxy Properties
- Fisher matrix for multiple tracers: model independent constraints on the redshift distortion parameter
- The statistics of peaks of weakly non-Gaussian random fields: Effects of bispectrum in two- and three-dimensions
- : A generative, fast, and differentiable halo model for wide-field galaxy surveys
- Improving precision and accuracy in cosmology with model-independent spectrum and bispectrum
- Shot noise in multi-tracer constraints on and relativistic projections: Power Spectrum
- The large scale structure formation in an expanding universe
- Non-perturbative halo clustering from cosmological density peaks
- Skewing the CMBLSS: a Fast Method for Bispectrum Analysis
- Cosmic Degeneracies III: N-body Simulations of Interacting Dark Energy with Non-Gaussian Initial Conditions
- Study on the mapping of halo clustering from real space to redshift space
- The halo bispectrum as a sensitive probe of massive neutrinos and baryon physics
- Forecasting Super-Sample Covariance in Future Weak Lensing Surveys with SuperSCRAM
- Towards an optimal marked correlation function analysis for the detection of modified gravity
- Validating galaxy clustering models with Fixed & Paired and Matched-ICs simulations: application to Primordial Non-Gaussianities
- The Halo Boltzmann Equation
- Probing vector chirality in the early Universe
- Unveiling the Universe with Emerging Cosmological Probes
- CSST Cosmological Emulator III: Hybrid Lagrangian Bias Expansion Emulation of Galaxy Clustering
- Higher moments of primordial non-Gaussianity and N-body simulations
- Cosmic void exclusion models and their impact on the distance scale measurements from large scale structure
- The effect of finite halo size on the clustering of neutral hydrogen
- The large-separation expansion of peak clustering in Gaussian random fields
- What is the optimal way to measure the galaxy power spectrum?
- The power spectrum of galaxies from large to small scales: a line-intensity mapping perspective
- A Maximum Likelihood Approach to Estimating Correlation Functions
- How do uncertainties in galaxy formation physics impact field-level galaxy bias?
- Scatter in the star formation rate-halo mass relation: secondary bias and its impact on line-intensity mapping
- A model-independent measurement of the expansion and growth rates from BOSS using the FreePower method
- Parameterization of Stochasticity in Galaxy Clustering and Reconstruction of Tomographic Matter Clustering
- ELGLRG distribution through dark matter halo dynamics
- Updated neutrino mass constraints from galaxy clustering and CMB lensing-galaxy cross-correlation measurements
- On the tomographic cluster clustering as a cosmological probe
- Accurate Power Spectrum Estimation toward Nyquist limit
- Clustering of the extreme: A theoretical description of weak lensing critical points power spectra in the mildly nonlinear regime
- Fisher matrix for multiple tracers: the information in the cross-spectra
- Bubble Correlation in First-Order Phase Transitions
- Gravitational redshift from large-scale structure: nonlinearities, antisymmetries, and the dipole
- Web-Halo Model (WHM): Accurate non-linear matter power spectrum predictions without free parameters
- Differentiable Fuzzy Cosmic-Web for Field Level Inference
- The impact of the redshift-dependent selection effect of halos on the redshift-space power spectrum
- Cosmology with the Redshift-Space Galaxy Bispectrum Monopole at One-Loop Order